{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Prediction and Forecast using Proba-V, Landsat 8  imagery and CHIRPS Precipitation data\n",
    "**Author:** René Kopeinig<br>\n",
    "**Description:** Time Series Prediction using Proba-V NDVI (Normalized Difference Vegetation Index) imagery. This tutorial will show you a few different approaches (Extrapolation, ARIMA and Facebook Prophet) on how to make prediction and forecasts in the future with unseen data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ee, datetime\n",
    "import pandas as pd\n",
    "import matplotlib.dates as mdates\n",
    "from IPython.display import Image\n",
    "from matplotlib import dates\n",
    "from pylab import *\n",
    "from numpy import fft\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from pandas.tseries.offsets import MonthEnd\n",
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "from fbprophet import Prophet\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_absolute_percentage_error(y_true, y_pred): \n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Proba-V, Landsat 8 TOA and CHIRPS  image collection and point geometry\n",
    "Selected Location of point is from the Proba-V Footprint X18Y02 in Luxembourg, Europe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set start and end date\n",
    "startTime = datetime.datetime(2013, 2, 3)\n",
    "endTime = datetime.datetime(2019, 5, 25)\n",
    "\n",
    "# Create image collection\n",
    "l8 = ee.ImageCollection('LANDSAT/LC08/C01/T1_RT').filterDate(startTime, endTime)\n",
    "precipitation = ee.ImageCollection('UCSB-CHG/CHIRPS/PENTAD').filterDate(startTime, endTime)\n",
    "probav = ee.ImageCollection('VITO/PROBAV/C1/S1_TOC_100M').filterDate(startTime, endTime)\n",
    "point = {'type':'Point', 'coordinates':[-99.545934,20.572173]};"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve information, reshape & calculate NDVI and extract precipitation information\n",
    "Retrieving information from point geometry with a buffer of 500m over image collection. Reshaping data and calculating NDVI from **RED** and **NIR** band."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Retrieve information over image collection\n",
    "info_l8 = l8.getRegion(point,500).getInfo()\n",
    "info_chirps = precipitation.getRegion(point, 500).getInfo()\n",
    "info_probav = probav.getRegion(point, 500).getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning:\n",
      "\n",
      "how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Reshape Proba-V image collection \n",
    "header = info_probav[0]\n",
    "data = array(info_probav[1:])\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "band_list=['NDVI']\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "ndvi = data[0:,iBands].astype(np.float)\n",
    "\n",
    "df = pd.DataFrame(data=ndvi, index=time, columns=['ndvi'])\n",
    "probav_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_probav = probav_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning:\n",
      "\n",
      "how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Reshape Chirps precipitation data \n",
    "header = info_chirps[0]\n",
    "data = array(info_chirps[1:])\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "band_list=['precipitation']\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "chirps = data[0:,iBands].astype(np.float)\n",
    "\n",
    "df = pd.DataFrame(data=chirps, index=time, columns=['precipitation'])\n",
    "chirps_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_chirps = chirps_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:25: FutureWarning:\n",
      "\n",
      "how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Reshape Landsat 8\n",
    "header = info_l8[0]\n",
    "data = array(info_l8[1:])\n",
    "\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "# List of used image bands\n",
    "band_list = ['B5',u'B4']\n",
    "\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "yData = data[0:,iBands].astype(np.float)\n",
    "\n",
    "# Calculate NDVI\n",
    "red = yData[:,0]\n",
    "nir = yData[:,1]\n",
    "ndvi = (nir - red) / (nir + red)\n",
    "\n",
    "# Reshape NDVI array into Pandas Dataframe\n",
    "df = pd.DataFrame(data=ndvi*-1, index=time, columns=['ndvi'])\n",
    "df_red=pd.DataFrame(data=red, index=time, columns=['red'])\n",
    "l8_time_series = df.dropna()\n",
    "\n",
    "# Resampling\n",
    "monthly_landsat = l8_time_series.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot weekly and monthly Proba-V NDVI Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Weekly')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15, 6)})\n",
    "probav_time_series.plot(linewidth=1.2)\n",
    "plt.title('Weekly')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Monthly')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(monthly_probav['ndvi'], linewidth=1.2)\n",
    "plt.title('Monthly')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  ARIMA Model \n",
    "Time Series Prediction applying Autoregressive Integrated Moving Average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12e8fc8d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def arima_model(series):\n",
    "    log_series = series.apply(lambda x: np.log(x))\n",
    "    log_series_diff=log_series-log_series.shift()\n",
    "\n",
    "    model=ARIMA(log_series, order=(1,1,1))\n",
    "    results_ARIMA = model.fit(disp=-1)\n",
    "    \n",
    "    RSS = np.nansum((results_ARIMA.fittedvalues-log_series_diff)**2)\n",
    "    return RSS, log_series_diff, results_ARIMA\n",
    "\n",
    "\n",
    "RSS, log_series_diff, arima = arima_model(monthly_probav['ndvi'])\n",
    "plt.plot(log_series_diff)\n",
    "plt.plot(arima.fittedvalues, color='red')\n",
    "plt.title('RSS: %.4f'% RSS)\n",
    "plt.legend(['NDVI', 'NDVI Prediction'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fourier Extrapolation \n",
    "Applying Fourier Extrapolation in order to define a continuation pattern of the Proba-V NDVI time series. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x130d38cf8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def fourierExtrapolation(series, n_predict):\n",
    "    t = np.arange(0, series.size)\n",
    "    p = np.polyfit(t, series, 1)\n",
    "    x_notrend = series - p[0] * t\n",
    "    x_freqdom = fft.fft(x_notrend)\n",
    "    f = fft.fftfreq(series.size)\n",
    "    indexes = list(range(series.size))\n",
    "    indexes.sort(key=lambda i: np.absolute(f[i]))\n",
    "    t = np.arange(0, series.size  + n_predict)\n",
    "    restored_sig = np.zeros(t.size)\n",
    "    for i in indexes[:1 + 5 * 2]:\n",
    "        ampli = np.absolute(x_freqdom[i]) / series.size\n",
    "        phase = np.angle(x_freqdom[i])\n",
    "        restored_sig += ampli * np.cos(2 * np.pi * f[i] * t + phase)\n",
    "    extrapolation = restored_sig + p[0] * t\n",
    "    predicted = pd.DataFrame(data=extrapolation, columns=['predicted'])\n",
    "    first = series.head(1).index[0]\n",
    "    date_array = np.arange(first, len(series)+10, dtype='datetime64[M]')\n",
    "    _index = pd.to_datetime(date_array)\n",
    "    index = pd.to_datetime(_index, format=\"%Y%m\") + MonthEnd(1)\n",
    "    return predicted.set_index(index)\n",
    "\n",
    "extrapolation=fourierExtrapolation(monthly_probav['ndvi'], 10)\n",
    "plt.plot(monthly_probav, color='blue')\n",
    "plt.plot(extrapolation, color='green')\n",
    "plt.legend(['NDVI','NDVI Extrapolation'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reshape Data and plot\n",
    "Let's bring all Time Series on an equal base, reshape and join them in one data frame. Creating Pair Plots in order to take a closer look into the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly = pd.DataFrame({'landsat': monthly_landsat['ndvi'],\n",
    "                        'chirps': monthly_chirps['precipitation'],\n",
    "                        'probav':monthly_probav['ndvi']},index = monthly_chirps.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Forecast using Facebook Prophet\n",
    "Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    }
   ],
   "source": [
    "# Reshape data for Forecast\n",
    "monthly['y'] = monthly['probav']\n",
    "monthly['ds'] = monthly.index\n",
    "period=len(monthly_probav['ndvi']['2017-01-01':])\n",
    "monthly=monthly['2014-01-01':'2016-12-31']\n",
    "\n",
    "# Forecasting Proba-V data using Chirps and Landsat as regressors \n",
    "m = Prophet(yearly_seasonality=15,seasonality_mode='additive')\n",
    "m.add_regressor('chirps')\n",
    "m.add_regressor('landsat')\n",
    "m.fit(monthly)\n",
    "\n",
    "# Create future dataframe\n",
    "future = m.make_future_dataframe(periods=period, freq='M', include_history=False)\n",
    "future['chirps']=0\n",
    "future['landsat']=0\n",
    "\n",
    "# Forecast\n",
    "forecast = m.predict(future)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Time Series Forecast Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Proba-V Monthly Forecast')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X02tMPSv47Fi0NDUdxyefbEFp6T784x9vQAiBtrZWfPrp1g73s1qtsNttHW47teujx+MBAJSW7sPDD/8CCxZcj4sumgWtVgMhRHRfSA8YvBERESWwZ5/9U7yXQJQ0HC7/SXtdU3yzKxS6devWYMKE8/Dkk08FbnvxxRfw6adb0dzcjCNHvsHQocPw2muvQJIklJRMgdfrBQBkZGSiuroKTqcTTqeML77YhUmTSrB7906cc84EXHnl1bBarVi58teYOvWCeL1EAAzeiIiIiIgAALLTfzJf3+SI80ooVGvWvIdFi+7scNv8+d/F66//FStXPoVf/WopPB43BgwowpIlj8LtdsFqbcOyZUuwZMkyTJ48FTfccA369x+AcePOAQDMmjUbixffj+9/fwG0Wh2GDx+BmprqeLy8AEnEO/d3imPHrMjJsaChoS3eS6E+Ii8vje8nUgXfS6SWUN5Lf/zjcwCARYt+FM0lUS/FzyV1bfmqBi/+ex8Kc1Ox7NaSeC8n5oJ9P9XWHkW/foNjsKK+79TfpUYjISfHctr7s2EJERFRAtu27RNs2/ZJvJdBlBRkV3vmrdkBX2LlN4gAMHgjIiIiIgIAyO01b26PD81tzjivhqgzBm9ERERERAAc7TVvAFB3nE1LKPEweCMiIiIiwonMGwDUNbNpCSUedpskIiJKYJmZmfFeAlHScDi9yE43otXmRv1xBm+UeBi8ERERJbAnn3w63ksgShqyywOzUQeTQcdZb5SQGLwREREREcHfbdJk0CI9xcBZb5SQGLwRERElsKeeehIA8OMf/yzOKyHq+2SXB6kmPfKzzNhz5Dh8QkAjSfFeFvWgpqYa1103H0OGDOtw+29+81sUFPSL06r8Pv54Myory7FgwUJVjsfgjYiIKIF98cXueC+BKGnILi9y0k0oyEoJjAvITjfFe1kUhNzcPPzlL6/Hexmd7N+/T9XjMXgjIiIiIkL7tkmjDvlZZgBAXZODwVsvdvz4Mfz618tQV1cLrVaLRYvuxPnnT8GLL76Ar7/eg/r6Wsyffw3OO+98rFz5GFpbW2A0mvCTn9yPUaNGo7a2BitWPIKmpuMwmUx48MElGDFiJF544Vns3Lkdra2tyMzMxPLljyMjIxOPPfYIvvnmMADgO9/5Ls46axzeeeefAIB+/frj29++POLXxOCNiIiIiAiAw+mByaBFQVYKAKC+yY4xg7PivKrE5z6wBe79m6NybH3xdOhHTe3xfo2NDbjppusD/549+xLs27cX5547EQsWLERVVSV+9KNb8fLLrwEAXC4n/va3fwAA7rjjZvzkJw9g1KjROHLkGyxefB/+/vd/4sknf40ZM2biqquuwSeffIxXXnkRt99+J8rLy/D88y9Bo9Fg2bJfYv36tRg9egxaW1vx8suvo6WlGc8883tcfvl3cMUV8wFAlcANYPBGRERERASfEHC6vDAZdMhKN0Kn1aCOTUt6ja62TX7727Pw4IMPAQAKC4twxhljsXfvHgDAGWeMBQDY7Xbs27cXK1Y8Gnicw+FAS0szdu/+HA8/vBwAMHnyNEyePA0AcNddP8F7772N8vKj+Prrr1BYWIRhw4ajvPwofvrTu3D++VNxxx13R+V1MngjIiJKYPEutidKFk6XFwKA2aiFRpKQl2lix8kg6UdNDSo7Fms+nzjlFgGv1wsAMBqN7ffxwWAwdgj86uvrkJ6eAa32RKgkhEBZ2RE4nU48/PAvsGDB9bjoolnQajUQQiAjIxOvvroK27dvwyefbMHNNy/Eq6+uUv01aVQ/IhEREalmxYonsGLFE/FeBlGfJ7v8J/Umg/+EvSArhbPeerkJEybi/fffBgBUVVXiq6++wJlnnt3hPhaLBUVFA7Fu3RoAwPbtn+LOOxcBAMaPPwcbNqwHAOzYsQ2PP74cu3fvxDnnTMCVV16NIUOG4bPPtsHn8+Hjjz/Eo48uwZQp03DvvffBbDajvr4OWq02EDCqgZk3IiIiIkp6sssDADAbtACA/Cwz9pZxXEBvdu+99+Pxx5djzZr3IEkSHnzwIeTm5na639Klv8ITT6zA66//FTqdHo8+ugKSJOEnP3kAv/nNr/Cvf61ub1jyECwWCxYvvh/f//4CaLU6DB8+AjU11fjBD27D//73X9xwwzUwGAyYMWMmhg8fgba2Vixf/jCys7Nx9dULIn5NkhDi1HxiXB07ZkVOjgUNDW3xXgr1EXl5aXw/kSr4XiK1hPJeevzxFQCABx5YHM0lUS/FzyX1HKlpxbJXduDHV52N8SNz8b9dVXh13X6s/NGUpOk4Gez7qbb2KPr1GxyDFfV9p/4uNRoJOTmW096fmTciIqIEpvaMICLqmuz0Z95MJ2XeAKCe4wIogbDmjYiIiIiSnlLzZjYqNW/KrDfWvVHiYPBGREREREnP4eqYectOM0GnldhxkhIKgzciiiqX2wtH+1YUIiKiRHWi26Q/eNNoJORlmjnrrUsShPDFexG9XjitR1jzRkRRUV7Xhg93V+PTvbXISjPhV7eWxHtJRL3S4MFD4r0EoqSgXGg0GU+cHhdkpaCe2yY7MRhMaG5uRFpaFrRaHSR24wyZEAI2Wyt0OkNIj2PwRkSqcTg9+GxfHT7cXY2y2jbodRr0y05BRb0Vx1tlFnwTheGXv1wW7yUQJQXZ5YUkAQbdiY1pyrgAIQQDlJNkZeXBam3B8eN18PnUm2GWbHQ6A7Ky8kJ7TJTWQkRJpKy2tT3LVgeny4vC3FRc/62RmDy2HxqbZTzyl+04UNmM88/oF++lAgBn9hBR1DldXqz59CgumzwYRr023suhIMguL8yGjlmkgiwzXB4fmq0uZKUZ47i6xCJJEtLSMpGWlhnvpSQdBm9EFBaH04NP99bhw91VKK+zwqDTYNKYfMwYX4jhA9IDX36mfC1MBi0OVrQkRPDm9viw9KXPcOH4AZh93qB4L4eoR48+ugQAM3C9TWl5E97bWob+OSk4/8z4f/ZRz2SnByZjx0A7PysFAFDfZGfwRgmBwRsRhaSsthX/+7wK2/bVweX2oSjPgu9dPAqTzyxAiknf6f5ajQbDCzNwsLI5Dqvt7NO9tag9bkdVoy3eSyEKytGjZfFeAoXBJrsBAKXlzQzeegnZ5YXJ0PHU+MS4AAeKB2XFY1lEHTB4I6KgtVidWPaXHdDrNSgZU4AZ4wsxtH9aj3UAo4oy8PZHR2CT3UjtIsCLFZ8QWPdZBYATXcWIiKLBJvubX+wvb4rzSihYDpcHZkPHzFt2un9cAGe9UaJg8EZEQWuxuSAA3PrtMzBxdH7Qjxs1MBMCwMHKFowfkRu19fVkzzfHUN1og4QT83yIiKLB5vBn3uqaHGhqc3LLXS/gr3nrGLwp4wLqj3NcACUGznkjoqApbZRTTKFd9xnaPx1ajRT3rZNrt5UjK82IkUUZzLwRUVTZ5RMXiPZXMPvWG8gub4cxAYp8znqjBMLgjYiCZm8P3sxdfLl1x6DXYkj/NBysaInGsoJSVtuK0vJmXDxxIFLNeshOBm/UOxQXj0Fx8Zh4L4NCZJPdyE43wmzUYn95YtT8UvccTk9gQPfJCrJTUN9sD2ugMpHauG2SiIIWyLyFGLwBwKiiTKzfXgGX2wtDHNpmr91WDrNRixnjB6Civg0yt01SL/HAA4vjvQQKg032IM1swMA8C0oZvPUKXTUsAfyz3lxujgugxMDMGxEFzdGerQo18wYAI4sy4fUJHKlpVXtZPWpsdmBHaQNmjCuE2aiDyaDjtkkiiiqb7EaqWYfiQVmoO25HU5sz3kuibgghILs8MBu7yLydNC6AKN4YvBFR0BxhbpsEgBFFGQCAA5Wx3zq5fkcFJAn41sQiAIDJqGXmjXqNxYvvx+LF98d7GRQim8ODFJMeowf7hxiz7i2xudw+CIHTZt4AsO6NEgKDNyIKmsPpgU6rgV4X+keHxaxHYW4qDlbEdvuQTXbjoy9qcN6YAmSnmwD4v5w9XgG3xxfTtRCFo66uFnV1tfFeBoXILrthMekwKD+NdW+9gHJBr6uat+x0I7QaCfUM3igBMHgjoqA5nB6kdLGlJFgjB2biUFULfL7YFX1v2lUFp9uLS0oGBW5TvpyZfSOiaBBCwCb7M28ajYRRRZkM3hKco30rvbmLzJtWo0Feppmz3ighMHgjoqDZnZ6wtkwqRrW36K+ot6q4qtNze3zYsKMSZw7NxsB8S+B25cuZdW9EFA1Otxden0Cq2f9ZUzwoC7XH7Wi2su4tUXWXeQP8WyeZeaNEwOCNiILmcHojCt5GFvlrPw7EaN7bp1/XosXm6pB1A058OSs1fEREarI5/J8tqSY9AKB4UHvdG7NvCUsZH9PVnDfA37SkvsnBcQEUdwzeiChojggzbzkZJuSkG3EwBk1LfEJg7WflGJRvwRmDszr8zGRUtk0y80aJb9y48Rg3bny8l0EhsMluAECqyf95OajA0l73xqYlicoRRObN6faixeaK5bKIOuGcNyIKmsPpQUZqSkTHGDkwE/vKmiCEgCRJKq2ss68OH0PNMTtum3dGp+fhtknqTX7845/FewkUIpvcPhOzPfOm1WgwsiiT894SmPJ9cLrgrSC7vePkcTsyLZz1RvHDzBsRBS3SmjfAv3WyxeZCfXN0awfWfVaOrDQjJo3O7/QzNiwhomiyn5J5A4DRrHtLaErwdrrvuPzArDfWvVF8MXgjoqBFum0S8DctAYCDFdHbOnmkphWl5c24eOJA6LSdP+ZMzLxRL/Kzn92Nn/3s7ngvg0KgZN6UmjfgRN3bgRiPS6HgyM7ut03mtI8L4Kw3ijcGb0QUFJ9PQHZ5YY5gVAAA9M9NRapJF9WmJes+K4fZqMWM8QO6/LnyGmQ2LKFeoLm5Gc3NPOHvTWyO9syb+cTFrkEFFpgMWm6dTFAOlxcSAKO+6+84rUaD3Ewz6jkugOKMwRsRBUXZYhhp5k0jSRhZlBm1Yd2NzQ5sL63HjPGFp12r0cCGJUQUPTbZA61G6hAIaDUajBqYyaYlCUp2emAyarutxS7IMjPzRnHH4I2IgmJ3qhO8AcDIgRmoa3JEpWvX+u0V0EgSLp448LT30Wo0MOg0ge5iRERqsslupJp0nQKB4kGZqDlmRwvr3hKO7PIGttSfjjLrjeMCKJ4YvBFRUBztM3BSVAjeRrXPe1M7+2Z1uPHRlzUoOaMAWWnddwMzGbTMvBFRVNhkD1LN+k63jx7kH1uyn3VvCUd2eU5b76YoyErhuACKOwZv1KXdBxtxqCr6s7io93ComHkb3C8NBp1G9bq3Tbuq4HR7ccl5g3q8r8moY/BGvUJJyWSUlEyO9zIoBDaHGymmzp+VrHtLXI4gMm8FWf5xAew4SfHEOW/USUOzA8+9/RXOGJKNe787Lt7LoQSh5rZJnVaDYQPSVR3W7fb4sGFnJcYOzUZRvqXH+5sM2kBASpTIFi36UbyXQCGyyx5kWAydbmfdW+IKJvOW3x681TXZMWpgZiyWRdRJ0Jk3q9WKuXPnorKyEgDw5ptvYu7cuZg3bx5+/vOfw+Xyp5D37duHq666CnPmzMEvfvELeDw8Oept/rHpMDxeAbvMvx2dcCLzFlm3ScXIokyU17WpFkB98nUtWm0uXFLSc9YN8I8LYOaNiKJBqXnrSqDujVvvEors9PZ4cTInwwStRmLmjeIqqODtiy++wHXXXYeysjIAwJEjR/Diiy/ijTfewLvvvgufz4fXX38dAHD//fdjyZIlWLduHYQQWLVqVdQWT+o7UNGMHaX10EhSINNCBJxoq69GzRvgb1oiBHC4OvLsm08IrPusHIPyLRgzOCuox5gNWg7ppl7hzjtvw5133hbvZVAIbLKnw4y3kxUPbK97Y/YtoQSTedNqNMjNMLHjJMVVUMHbqlWrsHTpUuTn5wMADAYDHn74YVgsFkiShFGjRqG6uhpVVVWQZRnjx48HAMyfPx9r166N3upJVT4h8MZ/DyIrzYhJY/Jhl93xXhIlEDW3TQLA8AEZkCTggArDur86fAw1x+yYUzKo2zbPJzMZdZCdzLxR4pNlGbIsx3sZFCSfT8Dh9HRZ8wYAg/tZYDRosZ91bwlFdnlh7qHmDQAKslNQf5yz3ih+ggreljzsKmQAACAASURBVC9fjokTJwb+XVhYiClTpgAAjh8/jtdeew2zZs1CfX098vLyAvfLy8tDXV2dykumaPn061qU1bbhqhnDkGUxMvNGHTicXmg1EvQ6dfocmY06DCpIwyEVmpas3VaO7HQjJo3OD/oxJmbeiCgKlO/OrrpNAu11b0WZKGXmLWEIIeBwemEKoiwgP9OMumaOC6D4iegSel1dHW699VZcddVVKCkpweeff97pPsFeBVfk5PgbDeTlpUWyNAqR7PTgXx8dwYiBmZg3YyT+sfEAXG4fMrNSVTtZjye+nyInNBJSzXrk56erdsxxI/Ow9pOyiN5nO0vrsL+iGbdeMRb9+2UE/bjszBTIbl/I7w2+l0gtwb6XDO3ZAL73egd3gxUA0D8/7bR/swljCvCXf++FzqRHVpop4ufkeyMyTrcXPiGQk5XS4+9y+KAsbNhZCb3JgKz0yP92iYjvp8QWdvB2+PBh3HbbbVi4cCFuvvlmAEBBQQEaGxsD92loaAhstQzWsWNW5ORY0NDQFu7SKAzvfHwEx1pk3Db3DBw7ZoXw+AAA5VVNSE/p3DGrN8nLS+P7SQVNzQ6Y9FpVf5dFOSlweXzYsacaIwqDD7wUHq8Pz7/1JQqyzJg0MjektQmPFy63F7V1LdBqggsc+V4itYTyXnK1Z4j53usdytvreL0uz2n/ZkU5KQCArbsqcd6Ygoiej59LkWttbx7jdXt7/F2m6P3fF3sPNfTJjpN8P8WfRiMFklld/jycg1qtVtxyyy245557AoEb4N9OaTQasXPnTgDA22+/jenTp4fzFBRDTW1OfLDtKCaOzg98ECl79R3sOEnt7E6PavVuipHt77eDYW6d3LCjErXH7bjuWyNDztwphensOEmJbvr0CzF9+oXxXgYFSenUfLptk8BJdW8c1p0QHO0XSHpqWAJ0HBdAFA9hnYmtXr0ajY2NeOmll/DSSy8BAGbOnIl77rkHK1euxEMPPQSbzYYzzjgDN954o6oLJvW99eFh+HwC371weOA2paMg695I4XB6VBsToMhINaAgy4yDFS24tCS0x7ZYnXh3yxGcPTwHZw/PDfm5Te3vcdnpPW1XOKJE8P3v3xLvJVAIbA5/s6/TjQoA/HVvI4sy2LQkQSjNq4K5QJnLcQEUZyEFbxs3bgQA3HTTTbjpppu6vM/o0aOxevXqiBdGsXGkphVb99Ti0vMHIS/THLhdybxx1hspHE5Ph/eIWkYOzMSuAw3wCQFNCDWyqz88DLfHh+tmjQzreU9k3vgeJyL12JTMWw8XhUYPysLqTYfRanMhPbV3lyf0dnIImTetRoMcjgugOOr9nSgobKJ9NEB6ih5zJw/p8DNm3uhUDqdHtRlvJxtVlAmb7EFNoy3oxxyubsGWr2ox+7yBKMhOCet5Te1NIBzcNkkJ7pZbbsAtt9wQ72VQkGztY3ZONypAUTzIv22cWyfjT/keMAUxKgAACrJSUM9tkxQnDN6S2M79DThY2YIrpw/rtFUgpf2KIWe9kcLu9Aa2Gqpp5EB/o5IDlcHNe/MJgdf/cxAZFkOniw6hULaAMvNGRGqyyx4YDVrotN2fYg0uSIPRoOXIgASgfA8EWxqQn2VGfRPHBVB8MHhLUm6PF6v+dwhFeamYfvaATj9n5o1O5hMCchQalgD+mTkZqQYcDPLq89avanGkphXXXDgiovUoV1g5qJuI1GRzuLutd1PotKx7SxTK90DwmTczZJcXrXZe4KbYY/CWpDbsqERji4xrZ42ERtO5zsig10CrkVjzRgAAp8sLAURl26QkSRg5MDOojpN22YPVHx7G8MJ0nH9mZO21ldoGBzNvRKQim+wJugnS6EFZqG60BVrVU3zIgW2TwWbe/Nv1uXWS4oHBWxJqtbnw3tYyjBuegzOHZHd5H0mSYDbqmHkjAP56NyD4LSWhGlmUgWOtThxrkbu933tbj6DN5sL3Lh4FKYTmJl3hqAAiigabHFzmDThR93aAdW9xpWybNAYZvBVkt48LOM6mJRR7DN6S0NsffQO3x4drZo7o9n4pJh3nvBGAE9tno7FtEvA3LQGAA91k32qO2bBhRyUuGNcfQ/qlR/ycgW2TDN4owc2efSlmz7403sugIIWSeRtckAajnnVv8eZwemE0aIPueJyTboJGklDfzMwbxV50zsQoYVXWW/HhF9WYdW4R+uekdnvfFGbeqJ2SeYvGtkkAGJhvgcmgxcHKFkw+s1+nnwsh8PqGgzDotZg/fXgXRwidXqeBTitB5nucEty1114f7yVQCGyyG6nm4D4rWfeWGGSXB+Ygs26A/++Wm2Fi5o3igpm3JCKEwJsbDyLFqMPl04b2eP8Uk441bwTg5G2T0QneNBoJIwozTtu0ZPehRnx95DiunDZU1XlIJoOOmTdKeA6HAw4HTxJ7C5vDE+jYHIziQZmoYt1bXDlc3qCblSjys80c1E1xweAtiXx5+Bi+LmvC5VOHwmLu+YuFmTdSONo7cUUreAP8w7qrGm2wOjp273J7vHjjvwcxIDcVF51bqOpzmgxajgqghHfXXYtw112L4r0MCoLL7YXH6wu65g3wNy0BWPcWT7LLE3SzEkVBZgrqmuwcF0Axx+AtSXi8Pry58RAKslOCPgH2Z97YBpein3kDgFFF/nlvh06Z97buswo0NMu47lsje5ybFCpm3ohITbb23SrB1rwBwOB+/ro3bp2MH9nlDfn7LT/bPy6gjeMCKMYYvCWJTbuqUHvcjmsvGhH0CXCKUc/MGwGIfs0bAAztnw6tRurQtOR4q4z3PynDhFF5p+2MGgmTURt4bUREkbK1X/BMDWJ3i0KpeyutYNOSeJGdYWTesto7TnJcAMUYg7ckYJPdeOfjIxgzOAvjRuQE/TizSQeX2weP1xfF1VFvYHd6oJEkGPTR+8gw6LUY2j+9Q93bPzYdhhDAtT10Rg2XmZk3IlKRrX3bd0oI2yaB9rq3Bhta7ax7iwc5jJq3gsCsN9a9UWwxeEsC+8qaYJM9uGLa0JBmYylZFmbfyOH0wGzURjxbrScjB2agrLYNTrcXByqasW1vHS4tGYTcTHNUns9f88bgjYjUoTT5soSwbRIAipW6N26djAuH0wNTiHNMczL84wLqGLxRjDF4SwJt7Vfy8rNCOwFWrhxy1hv5g7foTxYZWZQJr0/gcFULXvvPAWSnG3Hp+YOj9nwmgxYONiyhBHf55d/B5Zd/J97LoCBY5fAyb0P6pcGg17DuLU78mbfQgjdlXEA9t01SjHHOWxJQuvcF02HyZMy8kcLh9Ea13k0xsigDEoDX/nMANcfsuOPKsTDqQ/tCDYXZyG2TlPiuuGJ+vJdAQbKH0bAEUOreMln3Fgdujw9en4A5xG2TgP+iODNvFGvMvCUBq8MDo0Ebcqc+5cohZ72RPUaZt1STHoV5qag5ZsfoQZmYWJwX1eczGbRwurzwsdUzJbCmpiY0NfGkvjewyW5IEkLeggcAo9vr3tpY9xZTyu6LUDNvgD94q+e4AIoxBm9JwOpwh7z/HmDmjU6I1bZJACgemAVJAq7/1qio19gpBepOZt8ogd13349x330/jvcyKAg2hwepJj00YXx2FQ/0170dPGVcCkWXsvsi1IYlgL9picPpRZuD4wIodhi8JQGb7A55yyQApLQHfJz1RkrDkli44oKhWHzDBBTlW6L+XMqVVm6dJCI12GR3SAO6TzYw3wIJQGWDVd1FUbfkwBzT8DJvAFB/nFsnKXYYvCWBNrsbFnPoXybMvJEilpk3i1mP4QMyYvJcytYmmU1LiEgFNtkTuPAZKqNBi9xME6oabCqviroTUeYt2z8ugLPeKJYYvCUBm8Md0sBQhUGvgVYjseYtyQkh4HB6Yxa8xZLyZe1wMvNGRJGzy26khnGxVFGYa0F1I4O3WFIu3oVTp5ibYYIkgU1LKKYYvCUBq8ONNLMh5MdJkgSzUcfMW5Jzuv0NPWLRbTLWzAZm3ohIPUrNW7gK81JRe9wOj9en4qqoO8rFu3AybxwXQPHQ987GqAOvzwe70xP2lcAUk45z3pKc8sXWlzNvrHmjRHbNNdfFewkUpEhq3gBgQG4qvD6BuuN2FOZFv+6XTly8M4fRbRIA8rNSmHmjmOp7Z2PUga098AqnYQngr3tj5i252QPF3H3v44I1b9QbzJlzWbyXQEHwCQF7BDVvAFCYmwoAqGq0MXiLkUhq3gCgIMuMb6pbIYSIeodkIoDbJvs8W5gDuhUpJh1r3pKcoy8Hb6x5o16gtrYGtbU18V4G9UB2eiAAWCLIvPXPSYEkgU1LYkj5jgtnzhvgz7w5nB5YOS6AYqTvnY1RB9ZIgzejDs1W7uVOZkobZda8EcXHL37xAADgxRdfjfNKqDvW9gudkWTe9Dot8rNS2LQkhmSXF0a9FhpNeFmzgvZxAXVNDqSlhN5fgChUzLz1cVa7P3gLp9skoGTeeDUpmdkjmIGT6PQ6DTSSxJo3IoqYstMlkm6TAFCUm4pKBm8xI7u8YWfdgJNmvbFpCcUIg7c+Tsm8pYWdedOz5i3J9eVtk5IkwWTQQua2SSKKkFJiEEm3ScDftKS+yQ63h59LsSC7PBEFb3mZZv+4AA7qphhh8NbHWeXIMm9mkw4ut49ti5NYX+42Cfgzitw2SUSRsinftxHUvAH+cQFCADXHmMmJBdnlhSmC7zedVoOcdBPqmxm8UWwweOvjrA43tBop7KtKSp0Ts2/Jy+70QJLCL+ZOdCaDjtsmiShiSnfncC+WKk7uOEnR53B6wh4ToCjITkFFvRVCCJVWRXR6DN76OJvDDYtZH3b72pT2K4ic9Za8/F9suj7bAtlk0MLBzBslsBtv/AFuvPEH8V4G9SBQ8xZh5q0gOwVajcSmJTHir3mL7G82oTgP1Y027C1rUmlVRKfH4K2Pszo8YXeaBJh5o/bgrY9umQQAk5GZN0psM2bMxIwZM+O9DOqBXfbAoNNAr4ssi6PTatAvO4XjAmJEdnkCMz/DNXVsf2SlGfHeliMqrYro9Bi89XFWuyuiLRxK5o2z3pKXP3jrm1smAX/mjcEbJbKysm9QVvZNvJdBPbDK7sB3ZqQG5KaiqtGqyrGoew5n5Jk3vU6DS0sG4UBlC/aXM/tG0cXgrY+zyp6wO00CzLxREmTeDNpAR02iRLRs2VIsW7Y03sugHthlT8T1borCvFQ0NMtw8sJS1Mkub8Q1bwAwfdwApKca8O6WssgXRdQNBm99nNXhjjDz5n8sZ70lL3ufD964bZKIImdzuJGq0mel0rSk+hi3TkaTx+vvpq1GQy6DXotLzhuEfUebcKiqRYXVEXWNwVsfJoQINCwJFzNv5HB6Au+DvkgZFcAuYUQUCZuqmTcLALDuLcqUC3eRbptUXHROISxmPd7fWqbK8Yi6wuCtD5NdXnh9IqLgzaDXQKuRWPOWxBxOb5/PvAkBuDycZUhE4bOpWPOWn2mGTqthx8kok9svTEfasERhNGgxe9JAfHn4GMpqW1U5JtGpGLz1YValbbE5/C8TSZJgNuqYeUtSQoikqHkDTnyJExGFwya7kWpSJ/Om0Ujon5PCWW9R5mjPvJlVyrwBwKwJRUgx6vAea98oSvruGRkFgrdIMm+Av+Mk57wlJ5fHB69P9Oluk8qXtuzyIiPOayHqym233RHvJVAP3B4fXG6fatsmAX/TkgMVzaodjzqT22d8qlHzpjAbdfjWxCK8u6UMFfVWDMy3qHZsIoCZtz5NCd7SzIaIjpPCzFvSUrow9uWat0DmjU1LKEGdf/4UnH/+lHgvg7qhNPWKdED3yQpzU3G81cluuFEUqHlT+TvuWxMHwmTQsvaNooLBWx+mxrZJwJ95Y81bclJOGpJh2yRPkChRlZbuQ2npvngvg7pha/+OVGvbJAAU5rY3LeHWyahRPvfVzLwB/h1PM88two7SetSwYyipjMFbH6batklm3pKWw9leD9CXgzfjiW2TRInoiSdW4IknVsR7GdQNWxQybwPy2scFMHiLGjkKNW+K2ecNhF6vwftbj6p+bEpuDN76MJvDDQmRXwn0Z9445y0ZJVPmTal9ICIKVSDzpmLNW26GCQa9huMCokjtbpMnS08x4MLxhdi2tw71TXbVj0/Ji8FbH2Z1+NsWazRSRMdJMeqZeUtSyVHz5n9tDmbeiHotnxCoOx6/E2Rb+04XtUYFAIBGkjAgJxVVjVbVjkkdnZjzFp2mXJeUDIJGI+HfnzD7Ruph8NaHWR1uVa4Cmk06uNw+eLycg5Vs7EmQeVM6aTLzRtR7bfu6Dov/+Ckq6+MT6NijUPMG+JuWsOYtemSXFwadBlpNdE6HMy1GTB/XH1v31KKxxRGV56Dkw+CtD7M63BHXuwEnsi7MviWfZNg2adRrIQGQncy8EfVWe44chwDwWWldXJ5fqXlTe5dCYZ4FLVZXoIad1OVweaKWdVNcdv5gAMAH28qj+jyUPBi89WGqBW/t20A46y35OKJYD5AoJEmC0aCFg5k3SlB33/0T3H33T+K9jIR2oKIJALC9tAFCiJg/v83hQYox8jKFUw3IZdOSaJJdXtXHBJwqO92EqWf1x0df1KCpzRnV56LkwOCtD7Mx80YRsjv9VyU1kronJInGZNCy2yQlrPHjz8X48efGexkJq7HFgWOtThTlpaLuuB2VcWjwYXO6Ix7L05XC9uCtqoF1b9HgcEY/8wYAl00eDJ9PYC2zb6QCBm99mNXhUTXzxllvycfh9PTpLZMKs1HH4I0AAIeqWvDsP7+Czxf77M3p7N79OXbv/jzey0hY+8ubAQDXzhwJSQK2l9bHfA02hwcpKte7AUB2uhEmg5Z1b1Eiu7yBplXRlJ9pxvlnFuDD3VVotbmi/nzUtzF466PcHh+cbq8qDUuYeUteDqe3T3eaVPgzb3x/E7B9Xz12HmhAqz1xTrCefvp3ePrp38V7GQlrf0UzUk06jBmSheKBmdhRWh/zrZN22Q2Lip0mFZIkoTA3ldsmo0R2eWCOQeYNAL49eTDcHh/WfcbsG0WGwVsfpdaAbgCBq4mc9ZZ8kiXzZjLo2LCEAADV7W3ZrXZ+3vUWByqaMbIoExpJwqTR+ag9bo/5bDSrHJ3MGwAU5qXGZStoMpCd0a95U/TPScWkMfnYuKuKDWgoIgze+iibmsEbM29Jy540wRszb+SnbE/jyVXv0NTmRH2TA6MGZgIAzi3Oj8vWSbuszmiergzItcDqcHO7XRTIMeg2ebK5U4bA6fLiP9srYvac1PcweOuj2lQM3gx6DbQaiTVvScifeeu7nSYVJgNr3sh/At5s9Z8gM3jrHQ5U+Ovdigf5g7eMVIN/6+T+2G2dFELA5vAgNQrbJgF/5g1g05JokF1emGNQ86YoyrPg3FF52LCzkudUFDYGb32Umpk3SZJgNuqYeUtCDqcnOWrejNrAWARKXic3hWhj8NYr7K9ohsmgxaACS+C2iaPzUXPMHrMmH7LLC58Qqg/oVgQ6TrLuTVVenw8ujy+mmTcAmDdlCBxOD/67k9k3Cg+Dtz5KzZo3wN9xknPekk+y1LyZmXkjdDw5TqTM2/33L8b99y+O9zIS0v7yJowoyoBWc+J0ZsKoPEgAdsRo62RgQHeUMm8ZqQakmnRsWqIy5TM/VjVvisH90nDWsBxs2l0d0+elvoPBWx91InhT50MpReXMm+zy4C8f7OPAygTm9njh8YqkCN5MBi28PgG3xxfvpVAcVTfYYNBrYDRoE6phyejRYzB69Jh4LyPhtNpcqDlmR3F7vZsiw2LEqIGZMat7U7a/RSvzpnScrGTwpiplt0WsM28AMGxAOpranPB4+Z1DoWPw1kdZHW4Y9Brodep8KKWYdKruz/6muhWbv6jBmk+PqnZMUpe9vftisgRvAOBg05KkVtVow4CcVKSZ9QmVefv006349NOt8V5GwjlR75bV6WeBrZMxqBNTyhSiVfMGAAPyLKhusMV8BEJfFsi8xSF4y0ozAgCarbyATaFj8NZH2Rxu1bZMAupn3lramwJ8/GVNQp0k0Qly+987GWrelACVWyeTW3WjDYW5qbAkWPD2pz/9H/70p/+L9zISzv6KZhh0Ggzpl9bpZxOL/VsnY5F9symZtyh1mwT8dW92pyfQUIcip3zex+MCZabFAAD8e1JYGLz1UW1qB28mnapz3ppt/qtNTrcXH+6uUu24pB4lWE+mzJvMpiVJy+pwo8XmwoC8VFhSEit4o64dqGjG8MIM6LSdT2UyLEaMHJiJHfsbor4OpeYtmpm3E01L2HFSLbKK2ybd33wG196NQd8/09KeeWPpCIWBwVsfpX7mTa965s2o1+LMIVnYsLOStUYJyBEI3pJjVADAzFsyU5pBnMi88Yp4IrPJblTWWwMjAroyaXQ+qhttUe/SaItyzRsADAiMC2Ddm1oCmbcIRwUInwfOLX+D64sPgn5MJrdNUgSCDt6sVivmzp2LyspKAMDWrVsxb948zJ49G7/73e8C99u3bx+uuuoqzJkzB7/4xS/g8fBKdjxYVQ7ezCYdXG6fasW1zVYnMiwGzCkZhBarC9v21qlyXFKPI5kyb+0BKgd1Jy/lBH9AIHjjeyGRHahohgA6NSs52YTi2HSdtMlu6LQSDProXQ9PTzEgPUXPcQEqUmqcI828eY7uhnC0Qtibg65JtJj10GokNDF4ozAE9UnzxRdf4LrrrkNZWRkAQJZlLF68GM899xzWrFmDPXv24MMPPwQA3H///ViyZAnWrVsHIQRWrVoVtcXT6VkdblX33yt1T2o1LWmxupCRasCZQ7JRlJeKddvLWYidYOxJVPPGzBtVN9hgNGiRk26CxayHw+lhJ7gEdqCiGTqtBsMGpJ/2PpnK1sloB28OD1JMekiSFNXnGZCbynEBKpKd6owKcJf6z3/hdQMue1CP0UgSMi0GNLcxw0+hCyp4W7VqFZYuXYr8/HwAwJdffonBgwdj4MCB0Ol0mDdvHtauXYuqqirIsozx48cDAObPn4+1a9dGb/XUJZ9PwC57YFFxC4cyv0atrZMtNhcyLEZIkoQ55w1CVYMNXx85rsqxFUIIBoQRcKj0xdYbmJWaNwZvSauq0YoBOamQJAlp7Re+bAlS97ZkySNYsuSReC8joewvb8awAek9dlSeNDofVY22qAY9dtkd1Xo3RWGeBVWN7DipFlmFzJuvrQHeij3QZPTz/9veEvRjM9OM3DZJYQkqeFu+fDkmTpwY+Hd9fT3y8vIC/87Pz0ddXV2n2/Py8lBXx+1wsWZ3eiCg3oBuIAqZN5sTman+bkslZxQgw2LAus/KVTm24q/r9mPF33aqesxkklw1b+2jAtiwJGkpnSaBE10DE6VpyZAhwzBkyLB4LyNhOJweHK1rw6hutkwqYrF10iZ7olrvpijMTYXT5cWxVjnqz5UMHC4vdFpNlw1vguUu3QwAMJwzFwAg7M1BPzbTwuCNwhPWpaKurvpIknTa20ORk2MBAOTldW79S8Fxtc+1GVCQptrvcUB7O1u9SR/xMWWXBw6nt8P6rpg+HH9dsw9Wtw9DB2REvN4d++rw4e5q//M5PXw/hUOjgcmgRb+CyP8eic7r8392aXXaHt8rfC/1PS1WJ1rtbowako28vDQUNftPjrXGyD/vuhPssdevXw8AmD17dtTW0pvsLK2DEEDJWf2D+u/1jGE52HWoEbd85+yorMfp8SEnwxT1z4YzRuQB6/bD6vJhzCnPxc+l0EkaDVJMurB/d8LnRfnBLTAPPwc5xWehchOQpnPBEuTx+udZsO9oU0L+7RJxTXRCWMFbQUEBGhsbA/+ur69Hfn5+p9sbGhoCWy2DdeyYFTk5FjQ0tIWzNAJQXulP2/s8XtV+j672zms1da1oyDZHdKz6Jv+ecL2EwPomjcrFm//R4o11pbh17hkRHd/h9OCpN3dBr9PA7fGhvK4NWea+v/VPbcea7TAZtEnz36JBr8GxZnu3rzcvLy1pfh/JZH95EwAgw6xDQ0MbPE5/xq2qpgX90o1Rec5Q3kvPPPMcAOCccyZHZS29zWdf1UCrkZCbagjqdzhuWDZe33AQX5bWon9OqurraWlzoiDTHPXPhlS9/2L4vsONGJJ34nXwcyk8Ta0OGPWasH93nrJd8FqPQ0z5Hpqd/sxrS10NHAXBHc+k08Aue1BR1RSou04EfD/Fn0YjBZJZXf48nIOOGzcOR44cwdGjR+H1evH+++9j+vTpKCwshNFoxM6d/q1qb7/9NqZPnx7eyilsylYfdee8+Y+lRs2bMpQyo31IJeBvsXzB2f2xbW8dmiKce/KPTYfRbHXipktHAwCO1rRGdLxk5XB6kqLTpMJk0AXq/Ci5VJ00JgAA0lL8n01tCbJtkjo6UNGMIf3SYAyyVmlCcX5UB3bbZDdSY3CBMNWkR6bFgEqOC1CF7PRGFDS5SjdBSsmEbtA4QG8GtIbQat44qJvCFFbwZjQa8etf/xp33303LrvsMgwbNgyXXHIJAGDlypV47LHHcOmll8LhcODGG29UdcHUMyV4i0a3SYcKNW8tNv8HVWZqxyvaF08aCJ8Q2LCzIuxjlx5twqZdVbh44kCUjCmAQadBWS2Dt3A4nJ6k6DSpMBu0HBWQpKoabTAbtchqn71kaT8RT5SGJXSC0+3FkZpWjOpmvtupstKMGFGUEZW6N4/XB9nlVbVBWHcK8yzsOKkS2eUJNKsKlc96DN6KL6EfNQ2SRgdJkiClZIRc8wZwUDeFLqQzs40bT0yPnzx5Mt59991O9xk9ejRWr14d+coobIHMm4pfJga9BlqNpFLmzf9BdXLmDQDyMs2YUJyPD3dVY+7kISFnfZxuL/7yQSnyM834zvRh0GgkDMhNZeYtTA5nbIrwE4XJoGO3ySRV3WALdJoEAL1OC6NeizY7g7dEc7iqBV6f6Ha+W1cmjs7H3zccRM0xm6pbJwMjt7I9sgAAIABJREFUVWLQbRLwZ4c37aqCzyeg0UR3NEFf53B6O52HBMu9/yNACOhHzwjcpknJhAgp88ZB3RSe6E2UpLixyW5oNZKqXQIlSYLZqFOl22SL1QWtRuoyMzjnvIGwOz34+MuakI/7r83foL7ZgZsuHQ2j3v/ai/IsOFrLvdvhsDu9SbZtUguZ3SaTUlWjDQNyO57QW8x6Zt4S0IGKZkgSMLIoxOCt2F9/r3b2TflOVHOnS3cKc1Ph8vjQ0OKIyfP1ZbLLE9aYAOHzwV26GdqisdCkn+iwHmrmTcn0c9skhYrBWx9kdfhnzqg9MDTFpFMl89ZidSI91QBNF+sbPiADI4sy8J8dFfD6gh+Qe7i6Bf/ZUYELxw/A6MFZgdsL81LR3OZEq50fjqFKtpo3s5GZt96g5pgNbo96w7NbbS5YHe5AvZvCYtYnTM3b8uWPY/nyx+O9jISwv7wZgwrSQv5sUrZObi9tUHU9SoAfizlvADCgvVFJNeveIia7wqt581Z+BWE73iHrBviDt1Bq3kwGf4Y/0jp/Sj4M3vogq90NS0p4WwG6k6JW5s3mChTqdmXOeYPQ2CLj8wONp73PydweH15eU4pMixHfvWhEh58V5fm79VTxiy5kyVbzZjJoGbwlOLvsxtKXPsN/doRfF3sqpVnJgLxTgreUxMm89evXH/369Y/3MuLO7fHicHVryFsmFZOK81HZYEXtcbtqa7IpmbcYbTEf0L7ls5J1bxFzhJl5c5d+CMmcDt3gczrcLqVkAi47hCe4i8WSJCHTYuC2SQoZg7c+yOpwwxKFq4D+zFvkJzPNVhcyUk/ffnv8iFwUZJmxdlt5l7MDT/X+1jJUN9rw/UuKO12NLWw/Iatsn33X1x1vldHYHPl2Go/XB7fHlxQDuhUmgxYONixJaBX1Vni8AqVHm1Q7ZnWg02THtsyJlHlbt24N1q1bE+9lxN2RmjZ4vL6wg7cJxf4tbmp2nbTJ/vdIrGrezEYdctJNbFoSIZ9PwOX2hZzB9dma4Dm629+oRNvxsZoU//sylLq3rDQO6qbQMXjrg6yyOyr779XLvDm7zbxpNBJmTxqIIzWtOFjZ/YdgeV0b1nx6FJPP7Iezh+d2+nlGqgFpKYakyby9+O99+NP7eyM+jqN9e2wybZs0cdtkwlNapB+qaoHP1/OFnWD4O03qOn0mWcx6WBOkYcmqVX/HqlV/j/cy4k6ZxzcyzOAtO92EEYXqdp2Mdc0b4L8omSzfadGifNaHmnnzNyrxddoyCfi3TQIIueMkt01SqBi89UFWh1vVGW8KNWrePF4f2uxuZFi6H3w75az+sJj1WPdZ+Wnv4/X58PIHpUg16XDdt0Z2eR9JkjC4fxqqkiDzJoTA0do2NKiQeUvK4M2ghdvjC6nWkmKrot7/37Hs8qqWTa9usKIwN7VTjbDFrIfd6eH7IYHsr2hGUV5qRN9vE0fno6LeijqVtk4qW2tjucW8MDcVtcdtfG9GQBkLE0rwJoQP7v2boR0wBpqMgk4/l9ozb74Qg7dmqyuoXUZECgZvfYwQArZoBW9GfcRz3lptnQd0d8Wo1+Kicwqx+2DjaesT1n1WgaO1bVg4u7jb1zukXzoqG23w9fEPx6Y2J+xOD1psroi/1JVh1clV8+Z/rcy+Ja6qBivyMk0A0GNWPhhCiC47TQIIfKbYHNxKmwg8Xh8OVbWgeGBWz3fuxkSVt07aZH/dlE4bu9OpAbmp8HgF6pvYcTJcjvbP+VAuUHqr9kK0NXaZdQMAyaxk3kIYF5BmhMfrC9ROEgWDwVsf43R74fGKqARvZpMOLo8vok5vyoDujNSeG6rMnFAErVaD9ds7NyeoOWbD2x8dwYRReZg4Or/b4wzunw6ny4vjLXJ4i+4llMYLQvjHMUTCnqSZN+BE1pESi08IVDbYcPbwXGSlGXGwMvir26fTanPBJns6dZoETgRv1gSpe0t2R2vb4HL7UBzCcO6uZKebMLwwXbWtkzbZHbNOkwqllptbJ8OnjIUJJfPm3rcJktEC3dAJXf5cMqcBkgbCEcqsN/+5EAd1UygYvPUxgQHdUap5AyI7uVUKczN72DYJ+AO8KWMLsOWrGrSd1OrfJwT+8kEpjHoNFs4e1eNxBvdLB3CiXqavOnkbWaR76JNx26TyWpl5S0yNzQ443V4MzLdgZFEGDlVFnnk7XadJwN9tEmDwligOVPiD9XDr3U42qTgf5fVW1DVFvnXS5nDHrNOkon9OKiSceP9S6E7UvAX3Heezt8BTtgu64mmQtF3/vSVJA8mcHnLNG8BB3RQaBm99TFSDt/ari5HUvSkZoWAybwAwe9IguD0+/G9XVeC2/31ehYOVLVgwa2SPtXMAMLh/GgCgqrFv171V1p/4IlcveEuubpMAg7dEVdH+/i7Ks2BEYQaOtzpxLMJselWg02Tn4C0tgTJvK1c+hZUrn4r3MuJqf0Uz+uekBP3d0R1lt4Ya2Teb0xPTZiWAv6wgL9OcFLXc0RJqzZv7wMeA8EI/enq395NSMkOa9aYM6m5i8EYhYPDWxygnGtHqNgkgoo6TLTYXJADpQX4BD8hNxdnDc7BxZyXcHi8amx1Yvekwxg7LxpSx/YI6RopJj5x0Y5/PvFU1WjGknz9QjTR4S+ZtkzK3TSakqgYrJPgDrZFF/uxLpFsnqxttSDXpugwIEmnbZFZWFrKyIqv16s18PoGDlc1hjwg4VXa6CcMHpKtS92ZzuGM2JuBkhXmpzLxFQKnrNgXxHSeED+7SzdD2L4Y2c0C395VSMkLMvLVvm4yw1IGSC4O3PiY2mbfwT2ZarE5YUvQhFXdfct4gtNrd2LqnFq+sLQUk4PtzRnfqDtedwjxLn75K6fX5UN1oR/GgTOi0moiv4iXltkk2LEloFQ1W5GeZYTRo/z97bx4lyVme+T5fROS+V1XWllXVXV1dvam1oV3IQsIGIcAsAl/usYGZ8aLrgWPwDLY547HnzJwZyzPY3LkGc+2LLdsYG7NjYSQhMEho35GE1NVb9VJVmbVkLblEZOQSEd/9IzKytlwiIiOXqozfORygKjMyOisz4nu/532fB2ODPridLM412TqpmZVUu5b4uqh4e+CBb+OBB77d6dPoGPMrPMSCjCMWFW+Aqr7NLfNYabJ1MpeX2t42CagbmysbYlMz6L2Mprx5dChvcuI0aGa5plHJVhhv2FDx5uBY+NycPfNmYwi7eNtnaM5orZx5a0Z5axTQXY2jE2EcGArgqz86jzcubeCX7phCf8ht6BhjUT8W13KQ5P15o1vZECHJCsaifkQCTkvaJp0c01YHtU5TMSyxg7q7koUVHmNRNUibZRhMxUI4N2++eKOUIpEUqrZMAmprmpNjuiLr7bvf/Q6++93vdPo0OoaW73Z0wjr18fqjautkM+obpbQjhiWAqkDLCrUs8qDXMDLzVpp5DHD5wE1e3/CxxBsCFbOgiv5NwLAd1G1jkN5ZmfUIm22T1t9MvOXdxaZm3hoEdFeDEIK7bhpHoaTuvN5xbczw68ai6o2uVuzAXkdzHVOLNzc2Ms3NAokFqadUN2CzfSZfsJW3bqNQlLGyIWJs0F/52XQshHiSRy5vrrhK8UXkClLVmAANv9eBrGi3M3WaM/MpDIY9lfkgK+gPuTEW9ePMvPnW26KkQJJp22feALWbBLBNS8wiFiWwDIGDq78MVsQMpEsvwzF9KwjXeO2iZr1R0HxW97lE/HbxZmMMu3jbZ/BiCV4XB5ax/k9bcZtsVnkzWLwBwA3HBvGhtx7Gvb94AoyBdkkNbcd+v1orLyR5EAKM9HvRF3A13TaZK8i9V7xVDEts5a3bSKwJoNj8HgPA9FgIFMBsImPumHXMSjT8boed89ZhFEpxdj5lacukxvigr6l7QiWguwPK23CfFwwh+96Iq1Xki/rucdK5pwBFguPYHbqOS7xa1psxx8lmu2Vsegu7eNtn8C0K6AYAp4MByxDTyptCKTKC8bZJQG2TuuvGCfQFjbVLamg3uoV9Ove2kBQwGPHC6WARDriwkS2CNhFK3ovKG8eqbaL2zJs5JFnBP/7wLOaW9e8462V+Rf3ejg9uFlqHRkNgCDFtWrIZE+Cv+Rhbees8iaQAIS81ne9WjbGoHxvZAgST6q02QuDvwMybg2Mw1OfZtxuSrSZfkBo6TVJKUZr5CZihw2D79HX8MF71c2qoeAs4kRaKUBTz92yb3sIu3vYZvFhqWQsHIQQeF2d65o0XS5AVakp5axYHx2C437tvb3QLSR5j5ayqSMAFSVaaMloQCxK8PRQToOF2shDt4s0U//LUJfzopQU88eqi5cdeWOHhcrAYCHsqP3M5WUwM+U3PvSVWefg9DgS9ta+Xfo8DvK28dRStrdEqp8mtNBt2rRV9nVDeANW0JGG3TZoiX5QbzrvJS2ehpJfgPH6H7uOScvFmKC7A7wKlQCZnbxTZ6MMu3vYZrVTeAPUmZVZ50zLe9AR0t4KxqG9fKm+FkozkhlhpKYuU399m2jB6UXkD1Fw7u23SOBcXM3jwmcsAgPOJ5sOzd7KQ5BGL+na1TE+PhXFxMWPKiKie06SG3+MA3wULqj//8y/iz//8i50+jY5wZj6FvqDLsEmVHrRrptn7glbYd8JtElBbflc21PB6G2PkizLcDTYoSzOPAU4PuEM36D4u8QQBGG+bBJqP+LHpHezibZ8hiCX4W2BWouFtQnlLC+qFyYqQVTPEBnxYTef33eI8sarOA2mzO5Fg8zeCXI8Wb24nZxuWGKQkybj/wRmE/E689U0xLKzwli4mKaVYSArb5t00psdCKEoKLhts1aSUIrFa22lSw+9xIJeXOt7O5PF44PF4Gj9wn0Epxdm5DRwdDxuKhtFLJOCCx8WZVt40s5xOuE0CqmkJBbDQglbl/Y7YoG2S5nlIF1+A4/CtIJz+DWfCOgCXD9SA8hYuG/HYpiU2erGLt31GK9smAU15M9eOt6m8daZ4G9un7lzarrHmxGcrb+ZxO23lzSj//ORFJFYF/Nu7j+HkoX7ICsWlRXMmItVI8UXwYgnjg9WLNwCGWyc3sgWIBbmu0ySgFm8UMD0TZRVf+9pX8LWvfaWj59AJltZzyORKLTErAdRRgFgTHRlCeSOzE26TACqf38tLdvFmlHxRrmR7VqN07mlAluA43jjbbSdq1puB4s2vFW+dV/lt9gZ28baPkGQF+aLc2rbJJpQ3bVcp1KG2yWbnG7qVeFKAk2MwWJ4HCvmdIMR88SYrCoolpeIu2kt4XJw982aA2Xga339uDrdfPYorD/Xj0KjaMnTBpANkNSqbE9HdhVbI78Jg2IPzBsO69ThNApt5mZ0O6v7BDx7GD37wcEfPoRNU5t0szHfbyVjUj4WkYMrgSciXwBDS0PiiVQxFPGAZgrkl675vvYJYrK28UUpROv0TMNFDYPsnDB+beMNQDLRNBn0OEAI7qNtGN3bxto/QbIsDXTzz5nGxcDk6c6MbCHvgdDD7bu4tnuQxMuADw6htRSzDIOQzH9QtltsGe1d5s4s3PRRLMv76wRn0BVz40FsPAwCCXicGI8aLqXoslJ0mYzVcIafHQji3kDK0+N50mmxQvHm7o3jrVc7OpRDyOTEUaU3LaPHUozjhWoRYkExdL4W8BK+ba0lLpx44VjXispU349QzLFE2ElA24nAc/TlTxybekKGZN5ZhEPQ5m474sekd7OJtH5GtBHS3UnlzmM55SwlFBE3EBFgFQwhiA83l+nQjC0kBYzsUhEjAbfpGIJaL894t3uy2ST18+/ELWF7P4VffeXzbZ2VqNITZRKapqIqtLCR5RAKumh0Fh8dCyOZKWN4QdR8zviog4HUg6K3fwh3wqL+3i7f2QynFmXK+WyuKIyoVUXjmHzGRehGAeh01Si7f2jEFPcQGfC2J59jPKJSiUJThqWFYQjMrAAB24ICp42ttk0augXZQt40R7OJtH6Epb61sm/S4ORQlBSXJuLtbmi8g3CGzEo1Y1I/4PlLesrki0kJxlyoRCZgP/dws3noxKsA2LNHD2fkUfvjCPN76phiOH+zb9rvDsSAyQhGr6bwlrzW/IlSdd9OYHlPnoYzkvekxKwEAX9n8ic/ZxVu7Sabz2MgWWpLvBgDy8nlAluCR1cLHzH1BEEsdMyvRGB3wYWU9Z286GaBQ7q6oqbzxqwAA4u83dXziDQGKBBT0bwiE/S6ksvbMm40+7OJtH8G3oXjT5qBEE62Tab7YkYy3rYxF/cjkSsgI++MiqamIY4M7lTcXNrLmFs+9rrwVSjIUi1Sj/UihKOP+B09hIOzGB++Y2vX7Q6OqicisBa2TkqxgcU2ozKtWY6TfC7/HgXML+l5Pc5psZFYC2MpbJzkztwGgNfluACAnZgAAJJdCJOAypbwJealjMQEa2ibE4lquo+exl9Ba42tFBSj8GsByFdt/oxCPeg00kvUWDtjKm41+7OJtH9GW4q28y2h07o1SipRQ6FjGm8amacn+UN+0+b3YwHZloi/ggliQTRXZuZ4u3tR/c8Gee6vJNx47j9VUHr/2rhNVd67HBn1wOVjMWmBasrSeg6xQjNeYdwNUx8DDsZDu4m09U0C+KOtS3pwOBhzLdLx4u//+L+P++7/c0XNoN2fnU/B7HBjR8Xcyg1Qu3qiYwVi/25zylu8O5Q2AHdZtAE2lrGlYwq+B+PtNt+tqQd1UNOI46QQvlkx1Ndn0Hnbxto/g2zLzVi7eDM695YsyiiWlK5Q3wNx8QzeykBTgc3O74heayY3RCr5edJvUdmLNFL29wMyldfz45Th+4frxmvbtLMNgciRgifKmmZWM1WmbBFTTkuX1HDI6ArUrZiU6igJCCAJeR2We2KZ9nJ1PYXostCuY3QpoUYSycqG8yKaYigCJtRxkxdjCOdcFyttgxAOOZfZdBE4r0Uy5arZNZtfA+AdMH5/RijcDpiVaxE/aVt9sdGAXb/sIQZTg5JiWujluKm/GFjPpcptiuIOGJQAQ9Drg9zj2jeNkfJXHWNS/a4ewL2A+662X3Sa13B/bcXI3YkHC3zx0GkN9XnzgLYfqPnYqFsL8Co9ik2Hd80keLEMw3Oet+zht7u28DvWtEhNQR83bis/tqMwTd4ovfel+fOlL93f0HNpJRigimcpX/q5WIy+dAagC7vAtAIDxQAmSrGDFgOmNolDkym6TnYRlGIwN+m3lzQCa8uapqbytgjE57waUZ95grHjTNlxtx0kbPdjF2z4iKxZb7nxlVnlLVzLeOqu8EUIwFvXti11KSiniSaGiJm4l3ETx1tttk+rN3C7edvP1R89jPZvHr7/rOJwNNoimRkNqWHeTFuYLKwJG+n3g2Pq3qgPDAXAso8u0JLEqIOhz6m4v7wbl7fHHH8Pjjz/W0XNoJ7MJtQifipmbOWqEFJ8BWA6OQzcAAIbc6uaikY6MXEECRecCurcyMRTYdy7KraSe8kalIqiYMW1WAgDE6QE4l7GZNzuo28YAdvG2jxBEqaXzbgDgLbeIGJ150y5InQro3spY1I94UtjzphRr6bw6u1PFzEFrwTCnvEngWAYOrvcuD1rxJtrObdt4/cIafvJKAu+4cQJTsVDDx2th3doi3CwLSR7jg43bGx2c2qqpR3mL63Sa1PB5Oq+89RoXEhmwDMGBoUBLji8nToEdmgYTHAQAhJkcCDE2C53Ll8cUOqy8AcDEcABrmbztOKmTivJWxbCECusAACZgvngD1Lk3Q22T2qiDHdRto4PeW53tY3ix1PriTXObNKu8dTgqAFBNSwolGWsWWZl3ioWyelhNeXM6WPjcnOnizduDMQHAptpoxwVsksuX8LcPn8bogA/v+7lJXc8J+pwYDHswGzdvWsKLJWxkCw3n3TSmx8K4tJRFoU6rJqUUiTV9TpMaAY8DWTsqoK3MxtMYH/Q3VHjNoOSzUNbmwY4eB1w+gHWAyacwFPEaUt6E8j2w0zNvgFq8AUBi1Xac1EO+TlSAkl0DYD4mQIPxhkANKG8+NweOJXXn1KlsF+c2Knbxto/gxdYHhjodDFiGGFfehCI4lumKXcpN05K9Pfem7RLXslGPBNymi7debJkEtrZN2jdJjX/60Tmk+SJ+7V3H4eD0L6anYkHMxo0F1W5F+3zXc5rcyuGxcqvmYu2CcS2TR0Gn06SGz+OAkC/teaV+ryArCi4uZnUpvKaOnzgNAOBiJ0AIAfH1gQobiEV9hu4Jgqa8eTp/rZwYVpXu+Orevqe1i3puk5RXi7dmZt4Ade7NiPJGCEHY76o580aLOfD/8EmIj/0VqGLfn3odu3jbR7RDeSOEwOPiTM28hXxO09a7VqLtuu/1GYGFpID+oKtmoWU2qDvX08WbbViylVfOr+Kpny3hnbccwOSIsfmjqVgIaaFoWuGeX9E2J3QWb+XFfr3IgIQBp0mNgMcBSo3P+VqJ2+2G2+3u2Ou3k3hSQKEkY2q0NfNucvwU4HCDiaoqMuMLgwobGIv6kdwQ6yq3WxHEsitvFyhvw+W50EVbedNFviiDZUjV0QCFXwOgFvXNQLxhQzNvQDnrrcY9W1mPAwUB0tmnID7yOdCS3V7Zy9jF2z5BoRRCvvXFG6A6TpqZedtpZ98pPC4OAyH3vlDe6i1sI4Hau3j16GXlTZuBsJU3NevuSw+fxljUj/e8+aDh509pYd0m894WkgL8Hofu64bf40BswFe3eItXnCb1F2/aNbWTc29f+MJf4Qtf+KuOvX470T4vh1qkvEmJGbAjR0EY9btOfH1QhA3EBnyg0J+Xps28+bugm4RlCEb6vfvCiKsd5Asy3E626maywq+C+MIgbHN/V+INASURVNJ/Dw77XTUNS5T0EgDAefU7IS/8DLkHPwOat2YNk8tLOLeQwmM/jeOpny1ackyb1tL5q46NJYgFCZS2NqBbw2tCecsIRQw1sPtuJ5ppyV5FkhUsruVw1VTtLJpIwIWMUIQkKw3d+rYiFuSORzp0Co5V24Jt5U1tK04LRXz47UcNfX40xgZ9cDoYzMbTuOnEkKnXH4v6DKn1h8dCeH5mBQqlVfPBEkkBIb/T0JyS36s+NiuWYPxfYWOUC/E0gl4HoiHrlUaFXwdNL4E7fmflZ4wvAknYwFi5oF9I8rpUZj7fPcobgPLGhf42vV5GLEp1ArrXm553A7ZmvaVBysY4jQj7nfjZhRrKW3oJICycN9wDZnAK+R//BXLfvQ+ed35Kd4tnSVKwtJ7DQpLHQpJHPCkgnuSxltn+mnfeeEDX8Ww6h1287RP48kC9vw3996ryZmwXOsUXcGSiNZk9ZohFffjZhTXDhU23sLSeg6zQugpCZEtQ90DIo/vYvay8EULgdrK2YQmAlZSaeTXSb27ThWUYTA4HTTlOKpRiIcnj9qtHDT1veiyEn7ySQCIpVDU6Meo0CWxuiPEdNC354hf/XwDAvfd+rGPn0C7OJzI4NBpqSYu9nJgBALCx45WfEV8EUCRE3RIcHKN7Uy+XL8Hp6B5X3pEBH549tdzT12+95Isy3DXeIyW7Cnawfo6lHohHVY6VXKriatqISMCFQlGu+jdUUktgglEQhoNj8jqQu38H4iN/htwDfwTPOz8FNhLbdbzzC2nMXF5HfFXAQlLAcnndAGyqtdNjYdwR9SEW9UMQS7j/wRlcWsxgNNwbbdp7Ffsbvk/gRa14a4/yZmSWqiQpEPISwl3gNKkRi/ogKxRLazndbnbdhNbyWc1pUiOyJevNLt7043aydlQAgGS5eIs2cROfioXwyPNzKJZkQ86ByZSIYkmp+/muhhbqfG4htet7rZSdJo0WhJXirYNtk8899wyA/V+88WIJy+s53HblcEuOLyVOgbgDYPrGKj8jvoj6P8QURvt9uuMCBFHqCqdJDW1TIrEmVFqWbaojFqorb5QqoMI6GP8NTb8G2aK86WUz662wu3hLL4GENr8X3OgxeN/znyA+9FnkvnsfvO/4D2CHDld+X5JkfOafXoYkUwyE3BiL+nHt9ADGon6MRX0Y6vPu2rjOCGrL5sWEXbx1O92xZWTTNNrCoh2BoUZn3tKCFtDdPa14YwNlx8k96s4VTwqVnbNaREwEdSsKRb4oV82/6RXcLs5umwSQ3BARCbgMOUzuZGo0aCqse2FFVT/GDW6sDITcCPmdVefe1tJ5FEuKeeXNznprORfK826tKD4opZDjM2BHj4GQzaUPUzamoOXWSb1xAUK+1BXuyRqV4m0PjwO0i3xRhqdaQHcuDSgySKD2OIJeiDdUPqb+VtZK8bbjnk0VBUpmGUx4+6YG2z8B73v/AMTlR+57n4E090rld4trOUgyxb3vOYHP/Ptb8YkPXoUPvGUKN50YQizqr9pxFPQ5EfQ5cWmxuXxOm9ZjF2/7hPYqbw5DOW9pLaC7i5S34X4vWIbs2bm3eFLAcJWds630mSjeNsNLu2dR0m7cTtY2LIGqfkXD+hXbamh27xcMmpYsJHkQGHOFBNS21+mxcNXirWJWMmCsIHQ7WbAMsYu3NjAbT4MQ4OCI9eHcNLMCKqyr+W5b0JQ3RVhHLOpHWigim6tuGrEVIS91zbwbAETDHjg4Bom1vXlPayf5GjNvmzEBzTlNAgBx+wHCGlTe1DXSTtMSyq8BsgQmtFuRZoJReN/7n8FERiE+8jmUzj4FYPN6pzdqRWN80I+LJk2mbNqHXbztEzQntEAbijePm0NRUlCSFF2P1y5E4S5S3jiWwXCfFwsre1N5W0jyDR3zPC4OTgdjqHjTFNXeLt44iPbMG1ZSYlMtk4C6kxsNuzEbN7aTu7DCY7DPC5eJkObpsRDWMnmsZ7ZHFGzGBBib4SOEwO91gBcbL+htmuNCIo3xqL9qeHKzSPFTAABu9MS2nxNPCCBMRXkD9MXIdJvyxjAEI32246Qe8kW5RkD3KgCA+C1Q3ggD4g1BMaO87XCJ1pwmmfC3ThzgAAAgAElEQVRI1ecxniC87/402NHjyD/2Vyi++hASq2p3jlGjuPGoH3NLWciKvvWdTWewi7cGUEohGrTF7wR8vgSmnMHWarzl19D7vmy2TXaP8gaoc2978UYnFiSspvMN868IIYaDurWixdvDxZvHVt5QLMlI8UUMNqm8Aar6dj5hLKx7vuw0aYbpsep5b/GkgEjAZUot8Xsc4MXOfSbC4TDC4e4xfGoFCqW4sJhpWUSAnJgB8fWBhLZ7hhKmvMgWUpVrqp77Qi4vtWVMwQijUZ/uqINeJl+U4K4yGqDw6wCaD+jWMBrU7XFxcDvZXRE/leItVNvvljg98Lzjt8EduhGF576O0csPYbjPY9iQbXzQD0lWsLRmZwZ2M3bx1oAnX1vEp//yma4v4PhcCT4P15YQbG95t1Hv3FuKL4IQIOjtruJtLOrHajrf9X/bnWg3Zz2L24jfabB4s5U3t9OeeUuWg7WbbZsE1PmlNF/EWkZfWHehKCO5IRpu99EYH/TD5WBxfkfxllgVDLdhagQ8DvA6WulaxWc/+3l89rOf79jrt4PFVQFioTXh3JQqkBMzYEePV71HEl8EVFhH2O+Ez83pygAVxO5S3gBgtN+H9Uxhz93T2gmltJzzVmXmjV8FnF4QZ/PXPUBVdY20TQLlrLcd92wltQQ4PBUHy5qvxzrg/vnfhOOKX8DJ/Ev4oPNxUMXYZ0Ezeprfo11JvYJdvDVgpN8HXizhpTPJTp9KXXixPQHdwKYqozfrLSMUEPQ6wTCtLyyNoLUd7rWdSm1h0Uh5A2BYebPbJu2ZN2CL02TECuVNXYzrnXuLrwqggGkXWJZhMBULbsu8UijF4prxmAANn8dRyfWyaQ1aOPdUC5Q3ZT0Oms+Cix2v+nvGGwHNbYAQgljU37B4K0kyipLSVW6TwBbTkj12T2snhZIMClQ15VL4NTABa1Q3QM16o6Kx4i0S2B3UraSXwISHdW3OE8KAXv8hfC93DQ7lT6H42vcNvf5IvxccSzCv03XVpjPYxVsDpmJBDIY9eOaNpU6fSl14sdS2Fo5N5U3fAH+KL3ZdyySwabOvZ5e1m4gnBbgcLAZ0hNiqN4ICFJ0ta5vKm+02aaTNb7+R3NBiApov3saifjg5Bud1zr1VYjCaiPA4HAthPslXPs+rKRFFSdmzytvnPvdZfO5zn+3Y67eD2XgaPjeHIQs2DHYiJ9R5t51mJRrE3weF3wCgdjTEk0Ld779QLuS7TnnTZvbs4q0mWldFVeUtuwbGgnk3DeINgYpZUEV/J0fY76w681bNrKQWS+sifpi/CgXfMOTFM7qfB6h+AONDAVt563Ls4q0BhBDcfMUQTl/e2DUA303wogR/m3YBjSpvab7YVWYlGv0hN1wOds85TmpmJYyOXbhIwAVZocjqDBjWFru9PvNGKVAs9e7AdjIlwu1kLTFA4lgGB0eCmI3rU94WVnjdmxO1mB4Pg1JUAsI3nSabUN5EqWMF/auvvoJXX32l8QP3MBcSGUzFWhPOLcVnQEJDNWeZiDcClETQooixqB/5oly3zbdSvHXZzFs0VHactIu3mmj3uGpukwq/BmKB06SGmvVGQUX97o1hv7rhql1rqFQA5dcMFW/aBhgbnYSyctHwdevgSHDPmrn1CnbxpoNbTg6DAnju1HKnT6UmQr6NbZPlIlH3zJtQQLCLYgI0GEIQi/r2lPJGKcVCUtBt5rCZ9aZv48Geedu8qfdy6+RKOSbAqoX0VCyIueUsSlLjHeiFslmJns2JWhwaCYIhBOfm1eJt02nSvPKmWGhe9cSrCTx/qru7OdpJLi8hsSrgUCvm3RQZ8uIZcDVUNwBg/OW4gNxGpZ2+Xt6b5u7s7TLljSlnf9rFW2005W1nzhstCEBJtFR5YypB3QYcJwMuSDKtRJMo6RX1WGH9xVs8KcDJMfDGpkELvDrLZ4DJ0RBSvL7IDJvOYBdvOhiKeDEVC+LpN5a6tpWKF0vwe9urvOnJelMUioxQrOSXdBtaKGu3/l13khGK4MWS7qwqo0HduYIEliFwcL17aXBrn+8eNi1JpkRLnCY1pkZDkBWKy0v1N0oopZhf4ZtqmQTUzYfxIX9l7i2+KqAv6DK9KaFdW7MWZb196yez+OO/ex5n5/Uv6vYzFxczoGhNOLeyegkoiWBjJ2o+hnjV4o0Kqcq1NV5nUy9XaZvsLuUNUNVlu22yNpttk9uVN6Wc8UYsnHkzE9QdqcQFqIWTkl4EAEPKW3xVwEi/D9zgIQCAnLyo+7mAqrwBsNW3LqZ3V2gGueWKYcSTQlf2ARdKMkqS0jblzelgwDJEl/KWzRVBKRDydV/bJKAG9vJiCRmdbYWdZsGA0yRgvHgTCzI8rva4lnYrva68KZQimcpbMu+moZlQNJp7S/FFCHmpMo/aDNOxEC4sZiDJChJJ806TACrXViuCusWChEyuBEmm+PNv/wyrZXOYXmY2kQYBMDlivfImxWcAAOzIsZqP0UKZqbAOr5tDf9BVt51eyKufg26beQNUdXkjW9A91tBr5LW2yR1z3ZsB3dYXb4qhoO7t92wl1TgmYCeJVUEdregbAxgO8oqx4m2yvInSjetdGxW7eNPJjceHwDKkK41L+HLh0a7ijZTz5PTcHDYDurtXeQP2jmlJvHwxjelUJoJeJ1iGGCjepJ6edwM2B9nzPRrUneaLkGTFEqdJjZDPiYGQuzKDVouKWYnJjLetTI+HUSwpuLyUxeJ6zvS8GwD4Per1i7dgk2e1HMPw4buPQVEo/uybrzVsxxwaGsbQkP6d973GbDyD0QFfS9oQ5cQpMH3jYDy1C0NSbm9TBNW0pJHjpNY22W0zb8Bma3BizVbfqlGrbVLJlpU3K4s3j6a8GSjeAuq1RjMtUdJLIL4IiEPfDLCQL2EjW0As6gNhOTD941AMKm/hgAtBn9N2nOxi7OJNJ36PA1dN9ePZU8tQlO5qsdN2g9vZwuF1c7qUt82A7i5V3rRQ1jaYlqymRXzjsfNNKToLSQFBr0N3Zh7DEIQMZL2JBamn592ATadNsUeVt5UNNZw1GjZvGFKNw7EQZuP1w7q1Np1m2ya11wOAp99YQqkJp0kA8HvU74QVyttK2cnzuqND+Nj7T2JxLYf/77tv1L2v3Hffn+C++/6k6dfuRiiluJBIt2beTSpCXjpXt2USAAjnBHH5QSvFmw+LazlIcnXTIiEvgaA7Z4PtuID6aNf13W2TqwDLgdQp8o1CWA7EHTDUNql1KW0t3gy1TCY1cyb1GspGJyGvXgKlxgy4xgf9tvLWxdjFmwFuuWIYab6IU5fXO30q2+DzmvLWvhuJV6fyltaUty40LAGAoM+JoNfRcuVNoRR//S+n8PCzc3jspwnTx4mv8rry3bYSCbgMzbz1ckwAsEV569GZt2RKVYasnHkDgEOjQaT4ItYztT+L80kefUGXJRtRkYALAyE3ni13S+idE61GRXmzoHjTMvSGB3w4cbAPH377Ebw2u4avP3q+6WPvRZY3RAh5qSX5bvLKLCCX6pqVaKhB3eW4gAE/ZIVieT1X9bFCvgSvm2vKVKdVDIQ9cHLMnnNRbheVmbcdhTfl10F8/SDE2mUx8YYMFW8OjoHf40CKL4JSCiVlsHjb4azLRieBUr7SfqmX8agfiVWh5gaGTWexizcDXH24Hx4Xh2de767WSa2Fo11tk4CmvDVeyKQEtXjrxpw3jVjU3/Ib3Y9eXMDZhTSCXgd+8MIcSpLxC6JCKeKrguF5ICNB3bbytnXmrTeLt5WUCIYQ9AWtVd60xXm91smFFd6SeTeN6bEwxHL76+iA1/RxPC4WLEMsK958bq5yvb7j2hh+4box/OCFeTz+avWNnc985j585jP3Nf3a3chseQ5yqgXKmxw/BRAG7MjRho8lvggUQd2YbeQ4mctLXWlWAqguyiP9Prttsgb5ogRCAOcOUy6FX7U0oFuDeMOGZt6AclxAtgCazwLFnCGnyURSgNvJoi+oKnhMVDUtMdo6OT7ohyTX3sCw6Sx28WYAB8fihmODeOlssqvMDLQFhV9nK50V6FfeCvC5OTi47lVzYlEfEquC7iBroyyv5/Ctn8ziqql+/PovnkCKL5qanUymRBRLSmVhoZeIX1Xe9Dhq5u2Zt83izSJb+L3GakpEX9AFjrX29jA+qIZ118p7k2QFi2s5a4u3cbVg7A+6q4by6oUQUs56s6BtshzDsJUP/fxhnJzsw5cfOYPTlzd2PefMmRmcOTOj+zXiSd6Sc20Hs4kMPC4WI020tdZCSsyAiU6COBuryMwW5W2kX42qiK9W78jgy8pbtzI64LPbJmsgFmS4nbtNudSA7lYUb8aUN6DcLcMXoKQ1sxIjypuaA6v9+5jwCMC5ICcvGDoHrXXdbp3sTuzizSC3nhxGsaTgp2eN5Wa0ks2Ztza2TeqdeeOLXZnxtpWxqB+FktwS1zdFobj/oRlwLIN/845juOJgHyaG/Pj+c3OGZyc1ddC48uZCoSRXFIh65AryrnaSXsPlYEHQu1EB1YoLK+BYBgeHAzWVt6W1HGSFYmzQukX8dFntM7rhUQ2/RcVbckPE4A4zGJZh8JvvPYnBiAdf+M7PsLxhbrebF0v44r+8gT+8/3n8h88/if/99Vfx1M8Wu9p5cDaeruTyWQktilBWLupqmQQA4usDFTOgsgQHx2Coz4OFlTrKWxealWjEoprj5N4o4NtJvrh7NIDKJVAxbalZiQbjCYGK9Wd9dxL2O9Wgbs1pMjyi63laDuxWcybCMGCjBw3HBYz0e8EyxDYt6VLs4s0gh8dCGAi58XQXuU7yuRI8LtbynfJ6eF0OXTlvKaFQsb7tVrSFXStaJ3/44jzOL6Txy2+bRiTgAiEE77z5AJbWc/jpuaShYy0keRDAsGue3qBuhVLk7bZJEELgdrFdpa63k2Rqd3FhFVOxEC4vVQ/r1hYJ4xYqbyMDPkTDbhwZDzd9LL/H0bTbpKwoWMtUj2Hwujl88oNXgRCCz33zNcML71fOreIP//o5vDCzgnfdcgBvv2EciVUe9z84g9/+/BP4/Ldew/Mzyyh00aZEvihhIcnjUAvy3eSlswCVG5qVaBDf9kDlsai/pvImiKWujAnQGO3XTEvslred5IvyLhWe8mq7bGuUtzCgyEBB//oi7HchIxQhpRYBhtVdVGZypao5sEx0EsraHKii/57GsQxGB3y28tal2MWbQRhCcPMVwzh1ab3iBtRp+Hyp7f33HjeHoqQ0nN1K88WunncDNoshq01LFtcEfPvxC7jm8ABuuWKz7eH6o4MYDHvw0LNzhnbjFpIComEPXE5jLaiV4q3B57VQlEGBnm+bBFTTkl6MChALErK5UkuUNwA4pIV1L+/+ri2s8GAZgqE+87NpO2EIwX333oy7b5po+lhWKG/rmQJkhdZ8fwcjXnz8/SexsiHiLx54A7LSeDY2ly/h/u+dwue+9RoCXgf+4KPX4wNvmcIv3XkYn/n3t+L3P3Id7rg2hguLGfzlA2/gk59/An/5wOt4+WyyahHdTi4tZkEpWmJWIiVmAJYDO3RY1+MZn5r1psUFjEV9SKbyVTdxhC6eeQOAUW1Dskbx2cvkCxI8NQO6Byx/vUoMhZGg7oALlALF9UUwwSEQRt89P1Few+zsNGCjk4AsQVmP6z4HQN3AsIO6uxN7lWaCW64YwveevoTnTi3jrhubXxQ0Cy+W2mpWAmwu8MWCBAdXvTijlCLFFxHu0oBuDbeTw0DIXXFpsgJFofibh2bg5Bh89B1Ht/XXMwzBO26awN8/cgan51I4fiCi65jxJG+q/atSvNVx+QNQyZrqdbdJQJ1760XlTXNCtNppUuNwTDWlmI2nK1b+GgvlIG2rOwhYxprj+T0OzDZZvK3oeH+PTkTwkbuO4u8ePo2v/ut5/Mrbj+DAgYNVH/va7Cr+7uHTyAglvPvWg3jPmw9ue/8IITgcC+FwLIT/863TOLeQwnMzK3jx9Aqen1mBx8Xi2ukobjw+hBMHI23t3gA2zWtaERMgx2fADk2D1Lg/7YT41Osw3ZL1BqjufVNblEGF0orbZLcyEHLD6WAsvaftF1TlrfUB3RpaUDfNpYC+MV3P0bqVlNQimP5R3a+1oDlN7uheYKOTAAA5eRHswAHdxxsf9OOZN5aQzRURsMhTQVYUSBKFpCiQJAWSTCHJCkqyAlmmKMnln5cfxzDAFZN9ll3H9wvde/XpYkb6fZgcCeCZ15e6ongTOlG8lW9cuYJUc6YtV5AgyUrXK29AeYfJwrbJH7wwj9l4Br/xiyeqto2++cph/POTF/HQs5d1FW8lScbyuojrjg4aPhft9Rspb7lK8WZfFtxOrifdJrXirVXKW8iv2vdrDoNbWUjyODahbyOjE2jKG6V0l9mBXpIb+t7f268exeKagEeen8fIgBf/5b/8922/z+UlfPXH5/Dka4uIDfjwWx+4CpMj9QsghiE4OhHB0YkIfvkXpnH68gaen1nBS2eTeLrsoMwyRP0Py5T/m4BjCFiGActu/jfHEIwO+PCRu442VfDNxjMY6vNafv+ieR7K2hyc179f93OYSvGmttCNbWmn31q85QsyKG1vrqpRNMfJRbt424VYlHfdk5XsKgACUlZfrYTxau24xoK6CRSwwiqYqet0Py+eFOD3OBD0bv9skkAUcPmgJC8Ax+/QfbzxsmnJwgqP4webf2++8sOz+NeXFgw/7+PvP2lq7bOfsVdpJrnlimF85V/PYSFprbW1GXixZGmrkR405a3eILyW8bYnirdBH352YQ0lSYGDa26HR2uXvHZ6ADefGKr6GAfH4m3Xj+FbP7mAy0tZHBgONDhmDgqllQWFERwcg4DX0TAuQFPe7LZJTXnrxeJNnYtsVfEGqC1yZ+e3txDxYgkb2UJlsdCN+D0OyApFviib3uBIpkRwLKmo4fX4pTsOY2kth6/88ByG+ry4orx4ev3iGv72odNI8QW865YDeM+bJw1fsziWwclD/Th5qB8fuesoXr+4hstLWUgyhayoO+Cysvm/JYVClpXyz9T34InXFnFwJIg7r42Zei+0cO4rD1mvdkiJGQAUnM55NwCA0wtwzkrb5EDYA6eD2dVOr80idvPMG6COA5y61F2ZtN1AvijB7drdNkm8IRDW+r+pprwZapv0u9DHCCBUBglVX0NUI77KIzbg27W5RAhRw7pNxAUAquNks8UbpRTPn17B5EgQ1x+NgmUZOFgCjmXU/3AMuC3/38EyIAzwP//hZVxczNrF2w6a+qQ+8MAD+OIXvwgAuP322/HpT38aMzMz+IM/+APwPI/rr78e/+2//TdwXHdf5Mxw44khfPVH5/HM60v4pTv19dS3Cl6U4G/zLuCm8la7jShdVnq6vW0SUAN8ZYViaT3X1AJSUSjuf3AGLgeDj951tO4O/Z3XxvDgM5fx8HOX8ZvvPVn3uAuVXnZz56YnqFu0lbcKHheHTK73hv1XyhlkrWwJOzQaxHOnlrGeyVey5LS5CjObE+0iUN7Nzool09+RlZSIgZAHDNNYuWMYgnvfcwXu+4eX8B9/99O4aqofV7zl3+LxVxMY6ffiP3/kekvaDR0cg2uno7h2Oqr7OZRS/K9/fBnfffIibj05DJfDeKt1Mp1HJlfCoVaEcydmAIcbTPSg7ucQoiovWtskQwhiA75dRlZCecOym90mAbV4e/r1JeTyJXi7WCVsN/lCNcOStZY4TQIAcbgBh9tQXEDA68QQq0aqGHGaTKwK2+brt8JGJ1F85UFQqQDC6VuTBX1OBH1OSxwnl9ZzyAhF3HP7Idx+tf5W0NiAD3PL2aZff79hWmIQRRF/9Ed/hC9/+ct44IEH8OKLL+Lpp5/G7/7u7+IP//AP8cgjj4BSiq9//etWnm/XEPQ6cfJQH549tWzY8t1KJFmBWJA6NvNWT3nbCwHdGmNRa0xLHnl+DhcSGfzK248g1MBl0+t24M5rY3jh9ApWGliDx5MCOJZgyKQLoJb1Vg+7bXITt5PtScOSVjpNahyuhHVv5r1p37uxLlbetMW60MTcW7WYgHp4XBw++YGrkM8u45mX3sATryXwjpsm8F//3Q0tmRPTCyEEH7hjCmmhiH99cd7UMS60OJybHT4Cwhi7lm3NegPUzbL4jnuCsEeUt9EBzbTEbp3UoJRCLEq7Zt4UvjUZbxpq1pv+tkmGITjgVf9uejPeNrIFiAW55gYvE50EqAJldU73eQCq+maF4+TpObV4PTphzPl3YiiAy8tZQ+ZuvYDp4k2WZSiKAlEUIUkSJEkCx3HI5/O45pprAAD33HMPvv/971t2st3GrSeHsZEt4Mzc7lDVdtGpXUBtJ69e1lulbXIPKG9DfWqmSTNxAfFVAd954iKuOxLFTcf1tTq87YZxsAzB95+vvwBaSAoY6Tdv5hAJunUob2qxYhdvPWxYstGajLetjA/64eCYbXNvC0kefo8DoS7OhAyUr7FZk3EBlFIk0yKiIWPv70DYg7GoHz6PA//pw9fh/7jzMBxc502FpsfCuObwAB56ds6UC+dsPAOXg7Ukg28rirABJb1krGWyDPFFoAibrYZjUT8yuRIy5Y1IYMs9t8vVLLt4201RUkDp9nscpQoovw6mBU6TGow3DCrqL94AYMTBowAXiLv+SIWGNrNfK0poq2mJEcajfiRWBUhyY+fbepyZ20Ak4DJshnVgOIBsroQUX2z84B7CdPHm9/vxyU9+EnfffTduv/12xGIxOBwORKObrRfRaBTLy8uWnGg3cs3hAXhcbEcz37SbZsfcJuspb3wBTo7ZE+6FHMtgpN9rWnmTFQV/8+ApuJ0sPtygXXIrYb8Lt54cwZOvLSIt1L44qbOV5hc5kYALvFiqaw1uz7xt4nGphiW9tNtXL4PMSiph3VuKt/kVAeODftNGIO3A36TyxosliAUZURPKptvJYizq2+XQ2Wnuuf0Q8gUJDz972fBzZxNpTI4ELHeRkxMzAABWZzj3VhhfBDSXAqXqQjVWpSOjorx1edtkf9lxMtGC/NK9Sr58j9uqvFExAygSiN96sxIN4gkZmnkDgCiTxhpCuq+JWizEaI3ijfFFQLxhU3NvkkyxvG5+jIBSitNzKRydCBu+xk8MqUriZbt1chumV2mnT5/Gt771LTz66KMIBAL4nd/5HTz11FO7Hmf0D9Xfr/6holF9uw2d5rarY3jy1Th++5c9u/qo28FKVl3wx4aDbX3PKKVgGQKwTM3XzUsK+kJuDA52rr1HQ897MzUWwcylNVPv4zd+dBYXF7P4vQ9fj8MHjbVf/PLdx/HEawk8fWoZH33n7t1izczhyMF+03/jiRF10UccDkRrXNwJy4BhCGKj+m8Y+5X+iBeyQhGO+ODcMc+zV65NRllaEyArFIfGIy3/N155OIrvPnEB4YgXLMMgsSbgrpsOdPV76yl3ENA617x6rF9WFZ3pA32V5+s9jrN8b+m29ycaDeCO68bwo5cW8KG7jqFfp6pYKMmYX+Fxz52HLf83rTx7DowngKFjJ0CIscIwPTSCNUVGn5eC8wdwdVldS4vS5nmWi82JsXBH7vm1qPY+TgwHsZopdN3nplOUoN7XBgf8lfckH1+EACAcG4evRe/T6sAgsguvGfo7rCCN0/IgbtP5nLVsEX1BNyYnahehcmwapfXLus5De8yVRxXge6eQysu4xuT7M7+cRUYo4voTI4Y/i/6gB4QAq9mi/Tnegukrz5NPPolbbrkF/f3qQvWee+7B/fffj9XV1cpjkskkBgeNOcSsrfHo7/cjmdwbVfa1U/344fNz+OEzF3HzCX29yVaysKjuXstFqe3vmcfFYXU9V/N1V9ZU29pO/y2j0YCucxgIOrGyIWJuYcNQ62A8yeMrj5zG9UejOBrT91pbcQK47kgU33vyIu64amTXa2vOfBEvZ/q95IiqIM1eXgNHq7c/rG7k4HGyWLWDXSGXVIVyPpFCcEu+jd7P0l7kTNmZzsOSlv8bRyJuSLKCl15fhN/rQKEoo9/v7Or3VqEUhABLSd7UeZ69qGZJOQlFMpk19FmanJwGgK58f95xwzge/2kcf/vd1/Fv3nFM13POzqcgKxTDYbel/yZKKYQLr4EdPopVE+2CJaoWn6vz82AHWFBK4fc4cPriGm45rq5lkmsCOJZBJpVDtks2uWp9loZCbrx+ab0rPzedILGkvg+lfKnynpTm1RmwrOJFrkXvUwFe0GIeK4mkamDSAFoqwCNlkCgcQjyR2rWBWI3ZhRRG+r11/9ZSaBylcy9gJb4M4qztUL718+Rm1AiRU7NJXDFuTvl/5lU1HDzWZ+77PhTxYubCKpJJ/UYnex2GIRUxq+rvzR742LFjePrpp5HL5UApxY9//GPceOONcLlceOmllwAA//zP/4zbb7/d7EvsCY5MhNEXdOHZNzrTHtqptklAdZysN/OmBnR37wzLTrRB33MLad3tcrKi4P4HZ+B2cvjw2/W3S+7k7psPQCxIeOyV+K7faQPzzURSRLSstzpzb2JBsufdymhtNfk6n+9GrKZFFPZQ3MBKizPetjKlmZbE05tOk11sVgKo7oNa1psZmsnQ+73f+3383u/9vqnXbTXRsAd3XBvDE68uYklna9WFslnN1vw0K6DZJCi/BtbEvBsAMOWcL8qrc+yEEIxFfdsyQIV8CT43tye6E0ajPqT5YqXVs9cRq7VNtjCgW4PZGtStAyWtjuKsyMGK8VvdxysUi6tCzXk3jc25t0u6zgNQ29xHB3xNmZaYnXfTmBjy246TOzBdvN12221417vehXvuuQfvec97IEkS7r33Xvzpn/4p/viP/xh33303RFHERz/6USvPt+tgCMHNJ4bx+oX1ujNLrULoZPHm4urnvAnFho6L3cTEoB8EwP/zjVfx259/Ev/311/Btx+fxctnk1jP5KsWdA8/Ow8ulecAACAASURBVIdLS1l85K6jNcPK9TA5EsTxAxH84IV5lKTtythCUoDHxenKhqqF9tx6Qd1iXrLn3cpo7VBms94opfjvX3oRX3v0vJWn1VKMZJA1S9jvQn/QjfOJDOZXeBBSe1ajm/B7HOBz5q7zKykRYb9T1y76XuPdtx6Eg2Pwnccv6Hr8bCKNaNjd1DWzGlL8FACAMzHvBqiGJQCg5DZNyMbKhg1K+fov5CXd826UUsjL5zs2O6st5psx4tpPaNdz95b7nJJdA5yeukpUs2xmvekzLakUb0oQqQZGYwCQTIsoSoqB4s3Y3NtY1F/ZZDMKpRRnTM67aRwYDmAtUzC9cbYfaWqldu+99+Lee+/d9rNjx47hm9/8ZlMntde45eQwHnr2Mp4/tYy33TDe1tfOiiVwLAOnw9qhbz2oylv1L1OxJEMsSAjvgZgAjb6gG//1V2/E2fkULi9lcWkpi4cuzlVu2kGvAweGgzgwHMDkcABuJ4sHnryIG44N4oZjzQdIvvPmA/js117BM28sbctBiSd5xKK7gzeN4HFxcDtZbGRs5U0PWoir2eJtPVNANlfCy2dW8OG3HdGV69Vpkhsi+nVmkFnBVCyoqtwKxWDEayorrN00pbw14eT5+7//uwCA++77E1PPbzUhnxNvv2Ec//L0Jdy9lMHB4dpzzpRSzMbTODYRsfw85PgpEF8ERKe9+k6IOwgQFpTfdJyMRX0olGSspvMYDHsgiCXdOYhy/A2ID/0pPHf/R3DjV5k6p2YY7VcX84lVAUfGjVm070c0B+GtypvCr4Lxt85pEgCIV33v9cYFaMVbUg4iVWfDVUMzpWmUA0vcfpBAFIoJ05Jn3lhCNldEwGtsTbe0nkNaKDb1fZ8YUmfd5pazONFkWPh+wV6pWUBswIcDQwE8/cZS24s3XizB7+lMC4fXxdVsw9Okfqt3VlvN+KB/W0h3sTxYf2kpi0tLGVxeyuKNi+uVgi7gdeBX3n7Ektc+cTCCA0MBPPzcHG67cgQMQ0ApxUJSwI0n9EUP1CMScNVX3ooy+oON+/F7Ae3mLppsm9TsuTO5Ei4kMjg81l0ugdVIpvKm21rMMDUawvMzKzhd2sDxA9Yv5FuB3+OotD8aJZnO44TJf+fycuccjfVy140TePSncXzrJxfwqQ9dU/NxG9kCUnyx0jprFZRSyIkZsONXmr4fEoYB8YZ2KW+Auok2GPZAyEu6r5OawiFderkjxVtfyA2Xg7XjAsqIxd1xOJRfb6nTJKBGBQAG2iZTS4C3D6V1TpfytlD++44ONFYP2egk5JVZXeehoa2JFlZ4HDdYPJ0xme+2lQPl4u2yXbxVsIs3i7jl5DC++qNzSKwKbW3/EcRSR1omgfozb+lykRDeQ22T1XA6WEzFQtsWGoWSjIUVHpeXs5gcCW4ztGgGQgjuvnkCf/nAG3j5bBLXHxvERraAXEFq2A6hh0igflC3qrx1v/rRDjxNtk0myjdThhD89Fyy64s3SilWUiKmYu1zhtW+U0Je6vp5Nw2/x4GLi5nGD9xBsSRjI1swFROwV/C6ObzrlgP42o/PY+bSes1F3vlyRITVIePKRhw0nzXdMqlB/H3bgrq1+/lCUsC101Hk8iVM6Py8KmuqGYY09yoopW3fZGUIweiAt3I96nVqKW+OYWs2YGvi8gEMZ2jmjY0Mw7HE6Mo3iyd5DITcutxP2cFJSBeehyJmwHj0fQe14m3eRPF2em4DYb+zqY1Bv8eB/qALc8u2mZpG+3vt9ik3HR8EIcAzbc584ztZvLkcNXPeNgO695bypgdXuaB765vGMDli7QLk+qODGAx78PBzl0EpreyYNpPxpqGveLP3c4AthiUmg7oTqwKCPieOHQjjp+dWGz+hwwh5CWJBaqvyNjGkhnUDahDsXsDvVdsmjc4wJdN5AGjr+9sJ3vqmGCIBF775kws136MLiQwcHLOtw8EKSm/8K0AYsLErmjoO4w1vK948Lg4DIXfFOIrPS/DqDOiW1+YA1gEqbEBZM56FZwWjAz67eCsjFmQQoNKiTYs5oCiCCbTOrARQN2ZVRbdx2ySlFEpqCUxoGGG/s263jEZch1mJBhM9BABQkvrmUwG1gyrocxo2LdHm3Y5NRJreuJgYCuDykm1aomEXbxYR8rtwxWQfnn1jqdJS1w46Wbx53ByKkrLLYANApU97rytv7YZhCN5x0wQuLmZx+vJGJRzWCmUiEnAhzRchK7v/XpRSiAXZLt7KNGtYot1Mr52OYmk9h8W17l48NeOEaBaOZXBgWG2Hie0h5U2SKQolY5+LTry/ncDBsXjfbZO4uJjBy2erb1rMJtI4OBwAx1q3/JCTF1Ga+QkcV/wCmCZb4IivD8qW4g1QWyfjSQGSrKBQlOHzNL5O0lIeNL0Cx9HbARBIl19t6rzMEhvwIy0UbbMHqJtxbhdbKSSUstMkaaHTpAbxhHQpb1TMACURTHgEEb+rYdukJCtYWss1nHfTYPsnABBDjpOAqr7NJ40Vb9q8WzMtkxoHhgJYXs+Z3lDdb9jFm4XcesUw1jIFnJvXJ41bQUfbJssL/WpzQWmhCJYh8Hs7c257mTdfOYygz4mHnpvDwoqASMAFn86d3npEAm4olCIj7L6JF0oyFEptt8kyzcy8UUqRWFPbp685rA7Cv9Ll6luluGhzW98VB/sQ9jsxENobs5batZbPGVsIJzeae3+vvvoaXH117TmybuLWK4cx0u/Ftx+f3bVRVJIUXF7KWhoRQKmC/JNfBvEE4br+fU0fj/FFgFIetLg52xiL+rC0nkOmPMut53qsrC8AoODGToIZmoI090rT51aN0sUXkX7hoZq/19o+bfVN3Yzb2lpIs62PCdBgvCFQsbHyppmVMKEhhAOuhoYlyxsiZIXqVt6I0wMmMmLYcXK87LoqydVzYquhzbtZYU40MRQABbCwYn+OAbt4s5Rrj0ThcrJ4+vX2tE5SSsGL+m2LrUZz3Ko295biCwj6nGD2QBZOt+HgWLz9hnG8cXEdP7uwZsm8G1A/600s7B7k7mUYhsDlYE0pb2uZPApFGbEBH/pDbkwM+bu+dXJFKy5C7S3e3n3rAfzRb9y8Z64TleLNYG7WSkqE28kiYPJa/YlPfAqf+MSnTD233bAMg3tuP4TFtdyue+HcShaSTC2ddyudeQJK8gJcN3/IErv3SlyAsN1xUlYoZsv5dD4dbpNyed6N6R8HN3ENlOTFXYpes1CqoPDMP2H9sX8ErdJRAWyJC7CLN+QL0q55NwAggda6TQKq46Qet8nN4m0EYb8LKb5Yt01ba+eNGRitYKKTUJIXDbV/jw/6IckUyzqzHIEt824WbApODKnK4mU77w2AXbxZisvB4rojUbx4ZqVqK6HViAUJCqUdV96qZb2lheK+nHdrF3dcE4PHxYIXS02Fc2+lkvWWze/6nVaA28XbJm6nueItUXH+Um+m105HMRtPdyQHUi/JlIiQzwmXs72GNSzD7KnPXMCjXtMMK28pNSZgLwQ7W8GbjkQxORLAA09eREna/A7Nxsvh3BY5TdI8j+Jz3wA7fATc4VssOaZWvG2de9OuwWfLSoKemTdlbQ5wekH8/eAOqKqpNGdt66S8dA6UXwMt5qFsLFR9TF/QBZeTrdjJ9zK7lDd+HWA4EJ3GHc1AvGHQfBZUrt/NoaQWAZYD8fcj7HehUJIrm6vVSKwKIAQY6de/ccFGJ0HFDOiWDYpGbDUt0QOlFGfmrZl3A9T1S8DrsIu3MnbxZjHXHB6AWJArs0qthO9gQDewVXnbvZBJ83bx1gxeN4c7ro0BMLajVo9IsJ7yZhdvO3G7OFP99fFdxdsAKIBXz3ev+qYVFzb10Wadsgbnh5IpsSmzkk996rfwqU/9lunntxtCCD74limsZwp49OV45ecXEmn0BV2WBcEXXvgWaDEH15s/YllhzPjUmbmtxdtwnxcsQ3CmPBKhZ+ZNXpsH2z8OQgiYSAwkMADpsrWtk9K5pwFG3XCRl89XfQwhBKP9PsRXu9epz0grXjOoxdsW5S27CuLvAyGtXwprQd2NWidpehlMcAiEYRAOqGuoeq2T8aSAoYgXDk7/xhtbNi2RV/Sblgz3q98BvXNvyxsi0rw1826A+jmeGApgzjYtAWAXb5ajDeC3Y3eAF9WFZcfaJuspb3wBIduspCnuunECbz45jCunrOnHD3gc4FhSt3izZ942Ma28JQWEfM7Kpsr4oB/9QXdXz73ZxZs+tIBaI+YPCqVIpvJNzROmUimkUu2bpbaC4wf7cMXBCL73zOXK9WU2nrFs3k1OXkJp5jE4rvh5sP3W5asSn7rY3NriyLEMhvu9lRa1RjNvVFGgrM+D6Z9Qj0kIuIlrIMdPgUrWKPBUKqJ04Xlwh24E649AXjpX87GxAR8Sa/rb3drJE68l8PH//Tgefbm6cmglYnG7o7LCr7Vl3g3YmvVWv3hTUotgyiHz2qhDveJtwYDTZOVc+scBhjUU1s2xDEYHfLqVt9Nz6vfHink3jQNDAcQNzt3tV+zizWIGQm54XVxb8ii0BYTZOYpm0VpHds68yYqCbK6EsN9W3poh6HXi1959wtIcubC/elD3pvJm57xpeJws8iYMSzSzEg1CCK6ZHsAbl9ZRMOle2UpKkoL1TAHR8N4wDekkXhcHAmNtk6lsAZKs9GRxfM9bpsCLJTzy/BxSfAFrmTymLJh3o1RB/qm/B/EE4Lr+/Rac6SaEdYC4A7taysaifmgTQo1m3mhmGZCKZWc/Fe7ANYBchBw/Zcl5SnOvAkURjiNvhnvsaE3lDVC7ADJd6Dh56tI6/v77Z8CxBF/+wVl87+lLhmM4jJAvbFfeKL8G4m/9vBuwqbwpdRwnqSJDySTBhNXiLVxnTh0ASpKMlY2c4e4cwjrA9I0bNi0Zi/qxoLN4OzOXsmzeTWNiyA9ZoYjbLcB28WY1qrTrx1wblDeh022TmtvkDuUtI5RAAVt560IiARc2MrtvBPbM227cTg6iwWJLoRSJ1dyundBrpwdQkhS8cUn/jEG7WMvkQQFLb7L7FYYh8HkchgxLNCfP/Z7xVo3JkSCuPzaIR56fryjPhyyYdyudeQLKygW4brLGpGQnxBepEhew+Z32Nije5LV5AKgobwDAjhwFHG7LWiel88+AeEJgR4/DNXYUNJusWRhoi/t4G8Y59BJfFfCF77yO4X4v/uf/dQtuPjGEbz9+Ad94dLZlBVy+uGlYQmUJNJduOlpCL0SH8kazSYDKFeUt3EB5W1zLgVLojgnYChs9CDl5CZTqV7HGB/1I8UVkc/XVY0opTs9tWDbvpnFgqH2dbd2OXby1gImhABZWeChKa/PetF20TrVNOh0MWIbsUt4qGW/2zFvXEQk0Ut7s4k3D7WINz7ytp/MolGSM7tgJPTIehtfFdWXrZMVpsgeLCzP4PA5DyttKkzEBe533/9wkSpKCr/34PDiWVBZgZqF5HsXnv6malEzfatFZbof4Ittm3gA1Lw1QuxNYpv7SSVmbAwgLJjK6eUzWAW7sJKS5V5ouTmiehzT3KrjDN4MwLNxjxwDUnnuLdVlcQFoo4s++8SqcHIPf/uDVCHid+PVfPIE73xTD95+fw989fNry9ROlFPniZpapqqxSMG1wmgRQNkUhdbPeNp0m1eLN5WThcXFI8dWLJU2BMuNIzUQngZIIml7R/Ry9piVWz7tpRCMeuJ1sW8SRbscu3lrAxJAfRUnBogFLVTNkxRIIabwL2CoIIfC4uF0zb+nyhcZW3rqPSMCFjWxh1+JBLEggBNtaSnodt5MzPPOmmZXsvJlyLIOrpvrx6uxqyzd1jNLLypAZAh6HofazlZQIhhD0B81fD2+66RbcdJM1bortZqTfh9uuGkGhJGNiKAAH19yyo/Dit0ELgqUmJTthqhRvmvKmJ+NNXpsDExkBYbc/ljtwDWguBWX1clPnV7rwPKDIcJSLV9fQJMByNYu3SMAFt5PtiriAQknG5775GjJCEZ/44FXoL2c8MoTgw287gnffehBPvLaIv3jgdUtduyVZgazQyj2unQHdAEAYFsQTqKu8KSm1eCPltkkACPudNYO6F1Z5sAwx1TVRMS1J6jct0Yq3Rq2T2rzbUQvn3QD1MzIx6LeVN9jFW0uYKO8sttoVRxBL8LkdHc1I8rq53cqbUFbe7Jm3riMScKMkKRB2FNxiXobHyfWMlbke3E62rkVzNXbGBGzlmukBZHMlnI83zvppJ8mUCKeDQdBWynXhN1i8JVMi+kOuhmpNPe6992O4996PmX5+p3nvbZNwOhgcGW9uJ15evYTSqUctNynZCfH1lW3dN//OfSE3XE5W12apsja3rWVSgx2/CgBpOrBbOvcMmMjopiEK5wA7MFnfcXLA13HlTaEUf/0vp3BpMYN733MFJke2zz8SQnDP7YfwobcexktnkvjcN1815fhbDe1arkUF0KzaBdEuwxJAnXurN/OmpJcAlw+Me1OdjtQJ6o4nBYz0e8Gxxq8tTGQUYJ2G5t6CPieCPmdD5e3MXAohvxNDLeg2mBgOYL4NnW3djl28tYCRfi8cHNPy3QFeLHWsZVLDW0V5y5SVN3sx2H1sZr1tvxnkCpLdMrkDj5OFJCuGnK3iqwJCfmfV3fkrD/WDZUjXtU72WgZZs5gp3npd1YwEXPgfv34T3nvbpOljUKog/+SXVZOS695n4dnthqlkvW0utBlCMDUaxECDIHtFzIDmUlWLS8YTBDM01dTcm5JZgbx8Dtz0rdu+s+zwNJTkpZpult1QvH3zsVm8dDaJD731MN50JFrzcXfdOIF/d/cxnLq8gc9+9RVLjFa0InC38taemTcAIJ5Q3agAJb1caZnUUIO6qxdviVXB1LwboCqB7MABw6Yl44P+unEBrZp30zgwFECxpGB5ozvdU9uFXby1AJZhMBb1tbwvlxdLHXOa1FCVt+0X1pRQhN/jMLUbZNNaagV1i3bxtgtth9ZI62Sijm2zx8Xh+IEIfnou2VJHNaOspEREGyxIbTbxew22TW6IiEaaM9X4+Md/Ax//+G80dYxOMxDywOUw35YtnX0KysqsalLisib7shZaULeyw3HyY+87iV995/G6z1UqZiUHqv6eO3ANlNVLuwxR9FI6/wwAwLEjlJwZOgwoUs2WzNiAD5lcqaHZRKt47KdxfP+5Odz5phjedkNj1fTnrh7Fx953EpeXs/hfX3m5rl2+HnYpb/waiDe8q7W1lRBvuP7MW2qx4jSpoRZvRShVRh1W03lT824aTHQSyuocqKL/Hjce9SNRx66/VfNuGlpn2+Uez3uzV9ctYmIogLllvqWLNEEsdcxpUqOa8qZmvNmqWzcSqWE9nC9KdkzADrQdWr1tOwqlu2ICdnLt9ACWN0QsdknmEqVUVYZ61EzDDH6PAyVJQaHUeMGTy5cg5KWmYxjy+Tzy+XzjB+5TaEFA4bmvgx2abplJyVZIRXnbXmB53Y6GbZPK+hyAcpZWFbiJawGUrf4NQilF6dwzYEeO7Wr3Y4cOAwDk5ep5b500LXn9whr+4QdncdXU/9/encfHUV55o/89VdWbulu71NpXy7a82xgwq2MTlgDGECCQjWQSEm5mAsy9MC95M5NLlsm8uZn5XPJJGHLzziRvPkmG3Mwkuew7BmOwHcAr3rBla19bS0tqqbeqeu4fpWpJVrfU6rVaOt9/EqTu6qelcqtOnfOcU4TPfbIp5ozMJatK8fDdGzHo8eN//O5QeH9uPPTPcf3vnOodSmvWDdBmvfHJsYgdHnnIDz7pmZN5K3BaoKh8TpOknqH4m5XoxNJ6QAlCHemO+TnVpQ7ICkd/lJ4OH6dgvttMeploOsZxGRkFbylS43JiMiBjaDR1f3C9/hDstsxmSyLuefMGqdOkQeU5zGCgsslY6D8Pf4z73oZG/QiG1Hn/mG5q0kqFjpxzJ77AJBibCCIYWp4zyOKl3zCLpeOk26N9/i/3sslEBT74M3jAC8vVqWtSMpNg1y7qLw7eYqEMdoDZC2btW5p17IIKMGcJ5PYjiz626m4FH+2D1DS3eY1gywXLdUXd96bfVEp305KuAS+eeuYEKkvseOC2tYve+7m2rhCPfnYTJv0y/ul3h+Ied6BXUOiZN3V8CEKaZrzpWE4ewBVw/9z3cHGnSZ3eO+DizGO40+QiZ7zNJJZoZcyLKZ1cqONkKve7AVrzr6oS+7JvWkLBW4rUuLQTvD2Fdwe8hsi8mebMeRudCFCnSYOSRAG5DvOc4M0XkMNz+4hmOvMWW/A23Wky+h6EAqcFdWVOw+x704MLCt5iFw7eYiidHPDQGIZEKYPtCJ3eA9Oa62YNvU4lZrYBJmtcpY3qUCeEwuhlgYwxSLWboHSfApcXVwoYOrcfECWY6rdG/L7oWgGlvyVixU+B0wKbJb0dJ0fGA/jJH4/Bahbx8F0b4r5B2FiRh8c+vwUA8KP/OIzzPYtv+uSbseeNcxV8YihtnSZ188160ztNRiqbBOYGbz2DEzBLAooT+GxhuaWA2QZ1IPbgrawoB6LAIu57S/Z+Nx6YgP+dX89p8lJb5kRH/7ihth+kGwVvKVJV4gBjSNm+t2BIQTCkZjx4s1klBGU13NKXc45Rb5DKJg2swGGJELwplHm7yPSet9jKJqc7Tc6/v2lzUzEu9IxhNME9HMkw4NFKXxIt61tOFhW8jeg/Xwre4sG5Cv97vwWzOmHZekdaX1sbFzC88ANn4HIQqqd3wSBTqtkEKCEo3adiP7YqQz7/F0i1m6Pu+RNdK8B9Y9qw54swxlBRZEePOz3BWyCojQSY8Ml4+K6NKMxN7DOmqsSB//6FS5BjlfAvvz+K0+2LC6z1m3A2iwTuGwMUOa2dJoGZwdvcfW9a5o1ByHXN+nq0JmPdbi/Ki+0JdRtnTIBYUr+ozJskCqgotkfMvA2M+OBJ4n63wAd/QujM25BbDs76eo3LiQm/jKGx5VtKTsFbilhMIsqLUte0JNMDunV6tkYf8uz1haCoHPl2yrwZ1cWDujnn1LAkAuvU3ghfrJk39wTyHWbkLDAHanNTCTiAoy2Zz765PX4wYMEOemSaHryN+xZu/OD2+OHMMSX8b+vaaz+Ba6/9RELHyEby2feg9rfAcvlnUt6k5GLMXjBvW/dIVE8PwJWIYwJmEstXASbrorpOKl0nwP3jMK2IvudPLJva99YXed9bRbE9vFcqlVSV4xfPnUTHwDge2L0WtWWJDWbXlebb8N+/cAkKcy349xdOLWoOnD/csEQEn+o0KTjTG7wJOXkAogdvzFEIJs2+8a137b54UHfX4ASqEtjvphNL6qEOd0XtUhpJVYkjYvB2Jon73bSM+1sAAPmimxzhyra+xCvb9p/oxdNvnE34OOlGwVsK1bgc6FhgHka89ODNEcPA0FTSN2/r+96mB3RT5s2oCpwWjIxNB29BWRteSg1LZguXTQZiz7zFsnm8ssSO4jwrjhigdHJgxIeCXEvCg5OXE0eO9pk74Vv4vEjWmIAvfemr+NKXvprwcbKJ3qREcK1IS5OSizF7Abh3cZk3vdPkQpk3JkqQqtZB7jgWsXlFJKFzB8AsDojV66M+RiioBEy2qPveKovtGJ8MYSzFHSf/sKcFR1sG8blPrsSmFcndV5bvsODz16/EyHgA7xzrifl5egWFxSzOGBOQgT1vANQoZZNCfvmcr0uigNwc06yySa8vhFFvMO4xATMJJfUAV6AOd8b8nOpSB0a9wTnnUbL2u4Uz7hYHpBXboPSdBVenP2+rSxwQGEs4OaKoKv609wL6h+NvhJMp9Bc7hWpKnRgZD6Tkg3JiKnhz5hgj86Z3nBydmAreqGGJYRU4LZgMyAhMZZT0rCnteZttMaMCVM7ROzSBinn2u+kYY9jcVIJTbSNJG0AbL/cozSBbLPvUDatYWq5rYwLo5xuPwIdakxLrVV8EY+m/VBFyCsAnR8HV2LM7ylAHIFm0vUQLkGo3g096orb2n4kHfZDbDkNqvAxMjP45zZgA0dUYteNkxVRzi1SWTh5tGcTrH3bi+q3VuO6SqpS8RnNtAVZW5+OFA20IxtD1FdA+xy1mEQJj4ONTmbc0d5tkkgUw2ebMeuOcQx3tg5Dnivi8/Iu2Ougl+ok0K9GFm5YsYt+b3rSka0ZyIpn73eRzB8IZd6l+KxDyz9qXZzaJKC/KSbhpyfHzQxgZD+DajRUJHScTKHhLodqp1G4qSie9U8FSxssmw5k3LZjU7w7lU8MSwwrX0E/9rvTgjcomZ9Mzb74YAqzBUT+CshrzH9PNTcWQFRUnWxd3Zz/Z3CO+hDa8L0eiIMBulRbMvMmKiuFxf1Jm6H31q1/EV7/6xYSPky3UcTdCp96GqXkHxOLI89JSjTkKpzoDjsX8HHWoA0JhFVgMHRXFmg0AYzGVTsqtHwJKCKYYMpCiqwnqcDd4cG4rd72ZUiqblnQe/xB/nfcm7r4mNYEboN0Au+Oaeox6g3j7aGzZN19AnjGgexAw2dJeigtopZMXl01y3ygQ8kPIm5t5A4B85+xB3XrHzUTGBOiYvRDMlhtXx8mZwVt4v1t1YvvdeHASgb/8AUJpA6SVV0EqXw2AQe45PetxNS5HwtfWe4/2IM9hxsYV6S2fTQYK3lKoemqYYCrmUYTLJjMdvEXLvFHZpGEVOLWN4/qdvEkK3iKSRAEmSYgp86bfyZ5vxttMTdV5sFuljJZOBkIKRieClHmLg91mWnDP29CoH5yDZujFIXj0JYAxmDfdmrE1CDmRZ71FwzmHMtQRc0dMweqEWLoCcsfCwVuo5QBYbimE0sYFH6vNe+NQBi7M+V6+wwybRUrZrDdlpAeXu/+MVWI30PdxSl5Dt6qmAM21BXjpQFu4imQ+/qACW3hA93Da97vptEHdszNv0TpN6vRB3bquwQnYLGL4RmxC62FMG9a9iOAt2X/+vgAAIABJREFU125Grt08a9+bvt8t0WYlgUPPgvvGYb3qPjAmgFkdEIpr5jT3qXU54fEGw9ecizU06sdHF4ZwzYZySGL2hULZt+Is4rCZUJRrTU3mbapkJ+PB29SeOz0A8HgDsJjFcMkZMZ7p7lVapybKvEVnNYsxBW/dg9ofsYqi2II3URCwobEYx1oGoSyiLCuZ3NTGPm5Omylcuh4NjQmIj+odRujjfTCtuibtZW0zMYcWvKkxdpzk3iEg6Is6nDsSsXYT1MH2eUcSqN5hKN2nYVpxRUzlaGJpA8BYxKYljDFUFOekJPPG/V54X/q/IXMBKpPmZEpS4fZr6jE2GcKeI10LPtYfVGZl3tI9JkDHcvLnNMKJNuNNl+8wY3wiCFnR/lZ0uydQWexI2sxDsaQBqqcXPBj73q/qUsescQEfd3qQZzejrHD+bsvzUYa7ETrxOkzN2yGW1E2vr6JZG4Exo6lKTTg5Et/19b7jPQAHrm0uDO+BzCYUvKVYjcuRkllvXp8Mi1nM+B2DcLdJ/3TDEhrQbWwFjtmth31TXbhoz9tcVrMYU8OSnsEJFDgt4TLiWGxuKsaEX0ZL1+JnFiWDHrxRZmjxHDYTxhcK3kYoeItH8NhLAOcwb7olo+tgi8y8KUMdABZuVjKTVLsJAOYtnZTPHwTAYYowmDsSZrZBKKyat2lJz+BEUmdkcUWG7/WfAZMe/Lt3B1DSCKUn9jEI8Wqqyse6+kK8fLAjfBMyGl9wuqOyNqA7U8GbVjY58+evjvYBokkr1Y2gwGkBBzA2EQTnXGuOlYT9bjotUOJQBttifk51iQM9gxOQFRWcc3zc4cGqmvy4A0rOOQLv/RYw22C59K5Z35Mq1wCqPOuGRE0C25IUVcU7x3qwtqEQ9pN/hO+1n8a15kyi4C3Fasuc6B+eXPCDZbG8vlDGO00CgNkkQBTYjG6TNKDb6CxmETkWaUbwRpm3aGxmKcbM20TMJZO6dQ2FkEQhY6WTbgou4uaIIfPm9vhglgTkUwl5zNRJD0Jn9sK08ioIzvR2ArwYszkBQYw5eFOHOgCweQd0X0zIrwBzlsxbOhk6dwBCaWPUrEwkoqsJysD5iM1WKood8PpCGJ9ceE5hLDjnCLz7Gyi9H+Nt6ycRyKuFtWYt1KFOqP7UjEqa6fZrGuD1hfDmofmzb/6AlnnjQR8QnEx7p0mdkJMHyEEgND2jTPX0QshzRW3Mo/cQGPEGMDYRhNcXWvTfm3nXNNW0ZDGlk9WlDsgKR//wJAY8PoyMBxIaESBfeB9K7xlYLr0TzDq78ZdYthJgIpQZ2dwcqwkl+Va09y3+HDt+fggebxCfWO+C3Ho4Y/tqE0HBW4rpqd1IMzESMeEPhVtWZxJjDDaLFN7z5pkI0sVKFijIne5epf/uKHibSyubnP/Gi6py9A5NLnrzuNUsYU1dAY6ccyf1Lnis3B4/bBYp3D2RxM6Rs3Dmze3xoSTflpTSphtu+BRuuOFTCR/H6ILHXgZUBebNmdvrpmNM0ErcYg7eOsHyXGCm2G9eMsYg1W6C0n0KXA7M+b4y1Al1uDPmrJtOdK3QOvSNdM/5nv451e1OzjVJ6KNXEPr4HYgbb8VL/WVYW1+oZUqAWRfbqdJQkYuNjUV49f2O8N+ySPxBrWGJXiKXqZLc6UHd0xUX6mj/vMG5Hrx5xoPomip5TcaMN51gywVzFEFxt8X8HL1pSeeAFx93aGWg8e534yE/Agf/XwhFtTCt/sSc7zOTFaKrMcK8N2dcPSX0RiVrbf1AyAepbmtc684kCt5SrDbButxovL5Qxve76XKs0qw5b3k0oNvwCma0HvYFZDBMD6Um06wWacEh3YOjPoRkNa47oZuaiuH2+FPa/S2aAY8PJfnWpO2bWE4cNhOCIXXeNuUDU8FbMtxzz+dwzz2fS8qxjEr1jSF0+i1IK66AEEOr/XRg9oJFlU2Ki9jvppNqNwNKCErX3DLD0Ln9ABMhNV6+qGOKriZtTRFGBtSWOcEAnE1CubbcfgSBg/8JqX4rLpRsR0hWsa6+CEJJHWCyQulOffAGaNm3Cb+M1z+MPqvMH1RgtUjgXq3SIVOZXT140/e9cVUGH3PPG7zp+9Q93gC63fqYgMRnvM0kltQvquNkWVEORIGh0+3FmY6RhPa7BY88Dz4xAuvVX4zaqVWsaIY62Dqri2qty4kBj2/eoP1iQ6N+fHRea1TCOw4DJhvEyua41p1JFLylWL7DDGeOKekdJw0VvE1l3vxBGYGQQp0ms0CBc3bwZrVo82/IbLHsedMDr3jaNusDbDNROpmsAdLLkf7Z642SfeOchzNvyeDz+eDzZd8g2cUIHX8FkEOwGCDrphPshTFl3nhwEnzcDWER+910YtlKwGSD3HFk9jFVFXLLAYjV6yFYnYs6JnMWg9nyIjYtcdhMaKjMxfHziTVpUIY64dvzCwgldbDu+BpOtnkgiQyrqvPBBAli+aq0NC0BtIB0c1MxXvugAxP+yP8mpzNvWgOazDUs0QZ16+MC+NggwJWonSYBLdMvCgwebwA9g144c0zITXJvAaGkAXzcHXOpqyQKqCi2hzNv8e53Uz29CB5/BdLKq6c6pUYmVq4BOIfSM93FdLqyLfbkyL7j2miJa9eVQW47AqlmI5hojGvpxaDgLcUYY1Op3eRm3iYMsucN0DNvIYx6aUB3tihwWjA21b1Km39DpXORWGPY86a33Y4n85bvsKC+PBdH0xy8qSrH4GjygovlZqHgbWwiiGBITVozmG9+8+v45je/npRjGRH3exE8tQdS4+UQ8iPPusoELfM2vGBZszKkZXwW06wk/BqiBKl6PeT2Y+B8eo+a0nsGfNIT02y3OcdkDKJrRdSmJRsaitDWO4axONusq5Oj8L36EzCzDbYbHgKTLDjROoymqnxYpjo6ShXN4KN94WAp1W6/pgG+gIJX35+bfQvJKmSFw2qWwMcHAUEMB1HpJlxUNqmO9mpfnyfzJjCGPIcZnvHAVKfJ5M+nE0sXv++tqsSBjzs8ce9345zDv/8/ANEMy2V3L7C+BkA0Q57RCKe2TAveYm0KOLNRSb6/E9w/Dqn+kkWv2wgoeEuDGpcD3VNdeZJBUVVM+GXYbca44NYzbzSgO3vo3atGvUH4ggp1mowillEB3VOdJuPdM7i5qRitvWPhTGgsAiEFZ9pH0D8ydxBvLDzeAGSFo4Q6TcZloeCNxgQsTvCjV4GQH+bNuzK9lFkEe4HWXCLCwOuZ1KngLZ7MGwBINRvBfaNQZ+w5Cp3bD5hs4Y6UiyWWrdAyKRe1pQeADY3F4AA+urD47BuXg/C99lNw3zhsNz4MwV6AkamgYl399D4ysUIrRUvHvjdA24O1dXUpXv+wE+OTs4NSfd+ybWrPG7MXRm0OknLmHECUwr+XhcYE6AocFgyPB9A1OBEetp5MYnEdACx6WHdI1q5r49nvJrcfhtJ1Apatd2iNXObBRBPE8pWzSnHz7GbkOcwxNy0JNyrZVAm57RAgmiBVr1/0uo2Agrc0qHU5oag8XKucqImp+l7DlE1O7XmjAd3ZIzyo2xuALyBTs5IobBYJgZACVY1+570nwTuhm5u00sljLdGzbxP+EI62DOI/32rBD3/zIb75xDv48e+P4F9+fzSum0LUxj4xCwZv4Z+vNW1rylY8MIHgiTcg1W+FWFiZ6eXMwuz6rLf5SyfVoQ4wqzO8n2mxpJqNAGPhrpNcDkBu/RCmhq1gUnx/T6f3vZ2f871qlwN5dvOigzfOOfx7fwV14DysO78evuA/2apl19bOCN6EomrAYk9b6SQA7L6qDsGgglfe75j1df0GnNUsQfUOZbSTKWMMzJYXLptUPX3auWOdPyDLd1jQ1jeOQFBJ6piA8LrMNgh5ZVAGFhe8AYhrvxuXgwjsfxpCQRVMa6+L6TliRTPUkS6oM5q91Lqc6IixbFJvVLK+oRBy6yFIVevATNn5GU3BWxokOkzwYnqLaiN0mwSAHIsJPr8Mz1TZJGXejG96UHcAkxS8RaUPdY2WfVNVjt7hyYTaNlcU21Gab5u1721kPID3T/fjd699jP/zl3/BQz/Zh5/+8The/6ATjDHccFk17ri2AUNjfvzlVP+iXzM8442Ct7g4crQL6mjBm9vjAwNQnEc/34UET7wBhHwwb7kt00uZg9m1YGShpiXKcCeEouq4m/8wqwOiqyk8701uOwKE/JDiKJnUCcW1gChFbFoiMIb1DUU4cWEYSoRxAtEEjzwH+fxBmC+9E6b66Q59J9uGkWs3hy/mAa1bp1TRDKXndNq66VaWOHD5GhfePNQ1qyR0ehyOCO4dijpPLV1YTj64bwyAlnljea4Fn5PvsITfRyqCN0AbGaD0n8Poh69A7jkD7p+/HFH/fcez3y149EVw7xAsV30eTIitWVqkLqY1Lid6ByfnbR4FzGxUUgFhpAN8YjhrSyYBgK7Y0qC0wAaLWUxa0xL9gsEomTebVUJQVjE06ockMmo9ngVmBm++gAwXlc9FNB28yREHcLunOk0mknljjGFTUzH2HO7CL184hbNdHrg92gwgi0nEispcbF1dipVV+WioyIXZpK2Jc44PTg/gpYPtuGJd2aIazgx4fBAFhsJcutESD/0zzhtlVpbb40NhrgUmie6PzocHfQieeA1S7ea49oulmmCf6gw4EX3fFlcVrZ3/2k8m9FpizSYE3/9PqN5hhFoOgNkLIZavivt4TDRBLK6Pvu+tsQjvftSL891jWFm9cMYwdP59BD/8/yA1XQnzpummMirnONk6jPUNRXMu4MWKZsitH4KPDcQUoCTDrqvq8JfT/XjpYDvuvU7LPoYzbxLAJzwQMjTjTSfk5IfLJVVPH8TqDQs+J985nYFNxZ43ADA1Xga54yiGXv238NeYLRdCYRWEgkoIBZUQp/4/M9uQazfjlitqsXHF4n6e6tgAgsdehNR4OaSK2Ds9CkW1gDkHSs8pmFZsAwDUuhxQOUeXewINFblRn/vOsalGJRvKIZ99EWACpJr4SpKNgK6y00BgDNWlDrQvoiPOfIwWvOn7pXqHJpBnN1Pr8Sxgt0owSQJGxv3wBWTa8xaFnpGMNi6gZ6oUuiLBO6GXNbvw2gedOHZ+CE1Vedi5pQorq/NR43JAjNI6mTGGW6+sxf/z7EkcOevGJatib6/u9vhQlGuNemwyP0kUYLNI8+55S2ZJ6m233ZG0YxlJ8OSbQGDCkFk3AGA5Wtkkn5i7b0ynevoARYa4iOHckUi1WvAWOrsPSudHMG+4KeF9WYJrBUInXgeXg3PKL9fUFUJgDB9dGFoweFMGLsD/9r9BcK2A9dq/mvU3vqN/HF5fCOsa5maz9Bbscs9pmNMUvJUX2XHF2jK8daQbN11eg3yHJbznLUf1AuAQMtRpUsdy8qD2ngEP+sB9oxDyY8u8AdqN15wUNauTajfD8aWnUGgNwd1yBupIN5Thbqgj3Qid2avt/9Tfg70QQmEVbimogBhohOpbBcEWPXiaKXDg9wATYdl276LWxwQBUsVqyDP2vc0cxxUteFNUFfuOa41KivNtmGg7BLGiecFSVSOjK7Y0qS114t0TvVA5T7glezh4M1C3SUAL3nJpxltWYIyFxwXQnrfoZmbeItHHBFQUJRa8NVTk4qcPXwO7VVrUzY+tq0pRWnABL+xvx5aVJTE/1z01443Ez2GLHry5PX5sbEzeBeLu3Z9O2rGMgof8CH30KsTqDRBL6jO9nIiYKIHZcsHnybypw9r+KqE4scyhkF8OlluK4OHnAa4mVDKpE8tWIHT8ZaiD7RDLmmZ9L8cqoakqD8fPD+HO7Y1Rj6F6h+F77adgOXlaZ8mL2qqfuDC1361ubvAm5JWD5eRD6T4FNH8i4fcTq9uuqsPBk/146UA7Pnf9ynDmzSZre6UyNSZAx3LygcAElOEuANrPaSH5U9Uyqcq6hdfGGKTcIkjVG4AZGUHOVfDxIagjXVBGuqHqQV3PKW3MB6Bl5spXQ6xYDbE8cjAndxyD3H4E5ss+ozUEWiSxohly22Go424IzhIU5Vlht0pon2db0vEWrVHJF26ohDLSA9XTC8u66xf92kZCV2xpUuNyIHBYwcCIL+5Bhjr9gsFusMzb0FggvL+PGF+Bw4KBER9khVPwFoU+QiHanreewQkU5cbfaXKmeDLpgsBw87Za/PrlMzjZOox1DbFdlLg9fmxdbYxByNnKYTNjPELw5g/KGJsIJm1MAACMjGh7rgoKFn+xY1ShU2+B+8dhMWjWTcfsBfM2LFEGOwBBSnjEAWMMUs0mhE68BqGoBmJhVULHAwCxVJubpfS3zAneAK108r/ePo+R8UC4lH4mzlX4Xn8SPORHzs3/EPFi/ETrMGpcjohzxxhjECuaoXSdAOc8bVU5pQU5uGp9Gd4+qmXf9M9vS1DLoArOTAdvWmdFpVebWbZQp0lgOvOWyP7qRDAmgOWWQMgt0QbLT+GqDNXdBrn3DJSeMwidfRehU28CmBnMrYJYvhrMbIN//9NgeWUwr78hrnWI+r637tMQVms3LKtLHfP2lNh7TGtUsqGxCPKxFwBg1nvIRlQzkybJbFri9YUgCiycFci0mXuB8qhZSdYoyLWgd0hrgU3BW2ThzFuUQd3dgxMoz9AfU92V68pQ4LTghQPtMT1+0i/D6wtR5i1BzhxTxMybvl8xmWWTjz76EB599KGkHS/TuBxA8PjLECvXzjuY1whYTsG8DUvU4U5tD5CQ+GeoVKddUJqarkj4WAAg5OSB5bqi7ntbP5UdjtZ1Uj7/PlT3BViv+mLEYNIXkHG+e3RWl8mLSZVrwP3jUEe643gHkcXSAGXXlXXgHHjxQHu40YcpoAVveiOaTBHCwdsZAAxC3sI30kryrKgudWBDEjP6ycAECaJrBSybbkXOzY/C8eV/Rc7uf4D5srvAHIUInX0X/jeewsRvH8LE7/8OfKwf1qu+ACbG9+9FyK8As+XNmffWORB5HNfMRiWSKEBuOwTBtSKurJ+RUPCWJpUldogCmze1G6sJXwiOHJNh9pbN3C+VTwO6s0aBw4LAVIcm2vMWmdUSPfOmqhy9Q5MpL2NZiCQKuOnyGpzt9OBsZ/S9OTrqNJkcdqspYsMSN814W1Do9F5w35hh97rNJDgK5w/ehjrinu92MbF8Nayf/BuY1sTWOj2mY7pWQOk/FzHgqSy2ozDXguPn5wZvXJUR+PDPEAqrIUUJJs90jEBROdbVRw8oUjHvzf/mU1pGkEfvlFmcb8M1GyvwzrGe8JgmcXIYzJYb9/iFZNFHSih958CcxXNKUSMxm0R87yuXYU2E8lQjmRXMfeoRLZi7/TswX3Y3hKJqmNbdAKlqXfzHZwxiZTOU7ukupjUuJ2RFRd/Q3HmM4UYlG8uhjruhDrbDVJe9XSZ1FLyliSQKqCy2J6XjpNcnG6ZZCYBZm2dpxlv2mFkmQ5m3yOYbFeD2+CArasbKWGa6dmMFHDYTXowh+0bBRXI4c0zw+ucGb/qMt2SWTS4lXA4ieOwliOWrICXQTTFdWE4+eMALLgfnfE+d9ID7xiAWJdasJPxajMHUcGlSgwvRtQLcNwY+7o74ehsainCybXhO1iJ05h3wsQFYLrszauOUk63DUx1xow9YFpzFYM4Sbd9bEijD3ZAvfAC59UOEPnp93sfeekUtGAPeO9ELs0kAnxgGy3CnSWA6eIMcgJC/cMlkNmOCBLG0EZZNtyDnU4/AeuXnEj6mVLFGG2rv0QIzvWnJxckRvVHJuoYiFOfZILcd1p6fxSMCdBS8pVGNy4n2vvGEZ554fSHDNCsBZmdtqGwye+iDugFt/g2ZyzZPwxK9WUllceY7VllMIm64tBofXRhCe9/82X0K3pLDbjMhEFQQkmdf9Lo9PtitEuwG+ow2ktDH+8AnPTBv2Z3ppcREmJoJpg9VnkkdmmpWYsAxBzqxbGrfW9/ceW+AVjoZCCo4NyNrz+UAgoeehVi2EmL1xqjHPtE6jFU1+QuOxJAqmyH3ngFX55/FFYvQqTcBUYJYuRaB9/8LylBn1McW5lqxfWMlOAds4QHdmS87ZNZcYKpyKpb9bmQ2vYupMtV1sqwwB2aTMCd40xuVbN9UAQCQWw9BKKyGkJv9+70peEujGpcDXl8II+OBuI8RDCnodntRlGec/SpmkwBR0D6I8inzljUo87YwSdTObV9g7kVHuNNkcWINiJJl55ZK2CwiXjw4f/ZtwOODw2ai33mCnFPVDxfvexvw+FBMgXFEXJERPPoiBNeKcDmd0enjAlTv3I6TeuCQrMxbKgj5lYDJFnXfW3NtASSR4fiMfW/BE6+D+0a1fUtRtmcMeHwYGPFh3Tz73XRixRog6IM6GNu+3Gh40IfQuf2QGi6HdecDYJYc+Pf8ImJWVHfzFbUwSQKsZmFqQLcBgjdB0AI4UPAWD8FZomVzp/a9CQJDdYljTmWb3qhk44oiqJOjUPrOLYmsG0DBW1pNNy2Jv3TyL6f7MeGXcfX6xDpbJRNjLHwhmEejArLGzOCN9rxFxpjWGChS5k3rNGkNd6TMtByrCTu3VOHQmQH0Dk1EfZzb46OSviRwRAne3B5f0vcTfuYzn8VnPvPZpB5TxzmH3H0KoQsfpOT4M4XOvQc+MQzLltsMs2d7IcwxNettcu6+N3WoA8xRBGbJfOl0NEwQILoaowZvVrOEVdX54X1vPDCB4NGXINZshFS2MupxT7ZOjQiIKXibnveWiNC5/UDID/PanRBsubBuvx/qSBcC7/9X1OcUOC24+xONuGaVE1BCGZ/xptM7TlLwFh+pshlyzxlwVat8qClzonNgHOpUZdvgqC/cqEQUBMjtRwBwCt7I4lWXOsAQf8dJzjn2HOpGZbEdq2rmH6qZbjlWCQxArp1KhbJFnt0cnjlosxojADEiq1mKuOet2z1hiP1uM12/tRomScDLBzuiPmZgJLkDpJerSMGboqoYGvUnPTi+8cabceONNyf1mJxzyF0n4Xvun+B78cfwv/kUVN9YUl9j1uupMoJHXoBQUg+xan3KXifZhHDmLXLwJhq4ZFInupqgDneBB30Rv7++sRi9Q5Nwe3wIHn0RCPpgufSueY95snUYRbnWmEYfCTl5EAoqE2pawjlH6NSbEIrrIJQ0AACkmg0wrb0OoROvQ+46EfW5n9xajRvXaJ/VggH2vAHT+96W+p63VNGyuZNQh7Rsbq3LCV9ACW8L2HesF4DWqAQA5LZDYLkuCAWJj+AwAgre0shmkVBamBN3x8kLPWNo7x/Hzi2VhrtrmWOR4MwxQRTolMoWgsDCDWaMMnbCiGwWMdxqWqeoKvqGJzLeafJiuXYzrt1YgQMn+zA4OvdCTVZUDI8FKHhLgkjB2/BYAIrKk/7z7evrRV9fb1KONStoe+mfoXqHYN54M8A5lPajSXmNSOSWg+Dj7qzKugEAM9sAk21O5o3LAaijfYbe76bTxjFwKAPnI35fbz9/5kwrgideh7Ri27yloLKi4nT7MNbWF8b8uxQrmqH0ngVXIo9dWYjS+zHUkR6Y11436zUtl98DoaAC/rf+Dao/+rWV6tUyi8wAe94AQLDnA5IZLMtb1mdKOJs7te+tdkZl28WNSnhgAkr3KUh1W7Lqs2c+dKWdZrWuuXW5sdpzuAtWs4hta413p8aRY5rVAINkhwKnBRaTSEH3PCJl3tweP2SFGy7zBgA3Xa5dTL76l7kb+YfH/FA5pxlvSeDImRu8paoZzN///X/D3//9f0voGJGCNsvV98F+7/8F82V3gzmKEGo7lKQVz33twJEXtOHTNZtS8hqpJNgLwC/a86YOdwOcQzDwfjedWNoAMBa1aYmrwIbSfBusZ14GuArL1k/Pe7wLPWPwBZSY9ruF11DZDCjBqAHkQkKn3gQsdkiNl836OpPMsO54ADzgReCd/xW1IRz3DgKAYcomzZtuhe36B6N28iTz07K5VeF9bxXFU+O4+sbnNirpOAaoCkxLpGQSAKhWKs1qXE68f3pA6xi5iHb/YxNBfHBmANs3Vhqy0cA9O5ugRBiQSIytwGlJqIHOcmA1i5jwz75brM8NqiwxXvBWmGvFlevK8M7xHtx6VR3yZsxe1AdI04y3xIUzb5PTzRIGDDhDj3MOpfsUgoeegdJ/DsxeCMvV98G06ppZ86Wkui0InX4LPOQHMyU3uFf7W8BH+2D5xP1Zeeeb2QugXpR5U6Y6TWZD2SQz2yAUVkXd98YYw7YaoKnzBMQ1OyHklsx7vJOtw2AMWFMXe9ZIKl8NgEHpOb3oERHqxAjk1sMwrb8eTJq7r14sroXl0rsQ+MsfEPr4HZhXb597DO8wYLICZmM0mBJyS5dE18NMEiubtZmRSggmyYSKYjs6+sfR5faGG5UAWpdJlpMPobQhwytOHgr506zGpbUV71xk6eS+4z2QFY4dWypTsayEVRbbww1ZSPa45YpafO6TTZlehqFZLdKchiU9g1r2vLzIGBcCF7t5Wy1kRcXrH8zOvg3QmICkkUQBVrOI8ZmZtxEfRIHNagaUKfNm2tbsnDMYWKrbAigy5M6Pkr6W0PmDgGiClKXDcZm9YM6gbnWoAzDZwJzG2EO1ENHVBGXgfLjBw8W2hQ5ChojW4msWPNaJ1mE0VOTOmvG6EGaxQyiujWveW+jMXoArMDfviPoY04YbIVY0I7D/aaijfXO+z8cHITiKs/LmAYlMqlgzlc29AEArnWzpHp3VqITLAcidH0Gqu2RJZTmXzjvJEjXhYYKxl06qKsfbR7rRXFtgyDItkr3qynJxySq6+zcfrdvk7LLJ7sEJFOcZp9PkxVyFObh0dSn2HO7ChH92WZ8kCsg3QHCxFDhsJkxcVDZZnG+DIGT2AlHuORNz0KYTy1aCWRyQk1w6yVUF8vn3IdVs1PaPZSHBXgA+OTprTpk61AmxqDprLghF1wor/gseAAAdPklEQVQg5Ic60j3ne4q7Dfb+Y3gnuBZHu6K33Qe0MuG23jGsq198+aFUuUYLIEOxV3twVUbo9NsQq9dDyHNFfRxjAqyf+BogSvDt+Z/g6uwbbqp3CMwRe5knMT6xfKVWDjx1Q6DG5Qj/rQ43Kuk6ASjBJdNlUpcdnzpLSG6OGQVOCzoGYs+8HWsZxNBYADsNmnUjZCmLNCqgZ9B4nSYvdvO2WviDCvYc6gp/zT3iQ0m+NdxllCTGYTPNyrwNpGBMwGKpvrFFBW06JogQazdD7jgWd1OJSJTuU+D+cUgrrkjaMdON2QsAroJPdePkXIUy3JkV+910okursFD65+57C3zwRzCLA32uq3D8/GDUfWMAcKptGByxjQiYs4aKZkBVIq4hGrntiDbUfc11Cz5WcBTCes2XoLovIHj4uVnf0wZ0Z0eWlMRGy+bWh7uY1pZpyRG9UQmglUzCYtcCvSWEgrcMqCldXNOSNw93ocBpwaYm+uAhJN1sZgn+gBK+oNE6TU4aPnircTmxobEIr3/YhcDU3Ui3h8YEJJMjZzrzxjlPyYw3ALjvvr/Cfff9VUyPVfpbAFWB9bpvxBS0zWSq3wIEfVB6z8S71DlC5w8CZhuk6uwZD3Axwa4FKnrpJB8fBEL+rOg0qWPOYjBb3px9b3L3KShdJ2DefCuaV1TA7fGjfyTySAFA2++WY5FQX774bRJi2UqAiYsqnQydfBPMUQSxekNMjzc1XAZp5VUIHnke8lSDFh7yA4EJQwzoJsklVTZD6T8PHvKj1uVEc20Bbr2yFgDAFRly+1FItZvBBGNWycSLgrcMqHE50Ts0gUBo7uyoi/UOTeBU2wg+sbmSOgISkgFWiwgOhP+9Doz4ICvccGMCIrn1yjp4fSHsPdYDzjkGKHhLKofNhPFJLXjz+kLwBZSUdPLcvn0ntm/fGdNj1f4WQBAhFtcu+nXEyrWAZNHuVicBl4OQWw9BqtsKJpkXfoJB6e3c1Qmt46QyqM2WyoZmJTrGGETXilkdJznnCLz/RzB7IUxrdmJ9gxbcHG8ZjHgMzjlOtA5jTV1BXNcjzGSB6GqMeVi3MtINpfcMTGt2gi3i9axXfgHMUQz/W78AD/qgjmtjAozSaZIkj1ixBuAKlL6zMJtE/N1nN6OpSpuhp/SeAYKTS6rLpI6igQyocTnBOdDlXjj79tbhbogCw7UbK9KwMkLIxfR9bXotfc+g1mnS6Jk3AFhRmYfVNfl45S/t8HiD8AeVjJf1LSUOmym8p1Dv5FmS5AHdANDWdgFtbRdieqzS3wKhuC6uYIlJZkjV6yG3HwHniXcPljuOASE/TCu2JXysTNKDNz3zpg51AIxBKMiurQxi2QrwcTfUSQ8AQG47DNV9AZZLbgeTzCjOt6Gi2I7jF4YiPr9naBIj44G4SibDa6hohjrYBh6YWPCxoZN7AEGCadXCTVRmYmYbrDu+Du4dgv+934F7KXhbqsSyFYAgQY6QzZVbDwGSRbsptcRQ8JYBtVMdJxcqnfQHZbx3oheXri6d1e6bEJI++gBzPXjr1oO3IuMHbwBwyxV18HiDeGafdvFPmbfkcdhM8AUUyIqKAc8kgNSMCfjBDx7HD37w+IKP44oMxX1haihzfKS6LeCTHqgDsQWL85FbDoLZcsMDdbMVszoBQQoHb8pQJ4T88qzLJk7vezsPrioIfvAnCPnlkFZeFX7MhoYifNzhmbPPF9BKJoH49ruF11DRrA2E7z077+N40IfQufcgNV4GwZa76NeRyppg3rwL8rn3EPzoVQDIms6gJHZMsmgZ5YuyuVxVIbcdglSzIev+ncaCgrcMKMqzwm6V0N43f9OSgyf74Qso2LmlKk0rI4RczDaVefMFtIuZnqlOk5apoM7o1tQVoK7MiX3HewGkJjO0XDmnZr1N+EJwT+0TKs5gcKwOtQOKnFjwVrMRYCLktsMJrYUHJyF3HoPUePmiSt6MiDGmzXqbkXkTCrOnZFInFNcCogSl/xzks+9B9fTAfOmdYML0Z9n6xiIoKsfptpE5zz/ROoSywpxwM4h4iK5GQDRD7pl/31uo5QAQ8sO8JrZy4UjMW26DUNIApfskwEQwW17cxyLGJVaugTrYAe6fTogoA+fBfWNZO55kIdn9iZqlGGOoLnWgY55Zb5xz7DnchZpSBxorF3/XiRCSHJEyb9lQMqljjOGWK+rC/12Sl/w9WcuVfSp4G/eF4Pb4kecww2LKXFCvN6NIJHhjFjvEitUItR2at+vgQuTWQ4AiZ33JpE6YmvXG/V7wieGsalaiY6IJ4lR3vsChZyCUNMy5uG2qyoPVLM4pnQzJCs52eLAugaxbeA1lTVC6o+9745wjdHIPhOJaCKWN8b+WIMG28wFAsoA5CrP+JgKJTKpoBsAhz2i0JLd+CAiSdjNqCaIzOUNqXE50uScgK5H3FZzrGkWXewI7L6mioZKEZJDVogdvMmRFRd/QZFY0K5lp88piVBTbUeC0wJzB4GKpmZl5M8KYAKW/BcxRBGFqj1a8pPpLwEf7oY70xH2MUMtBMGcJhJKGhNZiFHrmTRnWBt+LxdkXvAGA4FoBdbAdfGIYlsvvnnN9IYkC1tYV4vj5oVnB+9muUQRlNaGSSZ1Y2Qx1pAvq5GjE7yt9Z6GOdMG85rqEr3+EPBdsNzwEy7Z7EjoOMS6htB4wWcNdTDnnkNsOQaxck7WzJReSUPC2Z88efPrTn8ZNN92Ef/zHfwQA7N+/H7t27cINN9yAJ554IimLXIpqXc7whWAkew53Icci4fI10YdSEkJSTy+b9AcU9A5OQFF5VmXeAEBgDN/YvRb335Lde4+MJpx5mwxlfAwD5xxK37nwvqZESLWbASDugd3q5CiUnlMwrdi2ZG4+sqnMmzrYAQAQCrNnxttMYpmWlRWr1k1lLOZa31iEkfEAut3TTUVOtg5DEhlW1yR2YwAApIo1ABB1JEXo5JuAxQ5pxeUJvxYASFVrYarfmpRjEeNhggSxbGV435s61AE+PrjkBnPPFHfw1tnZiccffxxPPfUUnn/+eZw6dQp79+7Ft7/9bTz11FN46aWXcOLECezduzeZ610yaqaalrRHKJ30eAM49LEbV28oz2gJDiFkZtmkHC51rizJruANACpLHGiuS/yuOZnmzNE2wo+MBzAyHkhZ5u1rX/sGvva1b8z7GD4xDD7pSahkUifYCyCUNsS9702+8D7AOaTGpVEyCWg/EyhBKL1nwGx5EHKyc/+UVLEGUu1mWLZ9NupjwiMDZpROnrgwjKaq/KTs9RWKawGTLWLppDrpgdx6CKaVV4NJloRfiywPUuUaqJ5eqBMj2k0nxsI3oZaiuIO3119/HTfffDPKyspgMpnwxBNPwGazoba2FtXV1ZAkCbt27cIrr7ySzPUuGWVFOTBJQsSOk3uP9kBROXZsya42xIQsRTNHBXT0jYMBKM+STpMktRw27dxo6xsDkLpmMNu2XYlt266c9zH6/C49s5Ioqe4SqINtUL2R28bPJ9RyEEJhNcTCpfM3TB8XIHefhFCUnVk3QGujb7vx4Xl/NwVOC2pKHTh+Xvvde7wBdLm9SSmZBAAmiBDLV0Wc9xY6vRfgCsxrdiTltcjyoHe0VXpOQ249BLFsVVxdSrNF3MFbe3s7FEXBV7/6Vdx22214+umnMTAwgJKSkvBjSktL0d/fn5SFLjWiIKCqZG7TEllR8fbRbqxrKISrICdDqyOE6MwmAYwBvqCMjr4xFOdbKSNOAAAmSYTFJOJCr/Y5nqrM25kzp3HmzPyDjZWB84BkTlo5n2mqkcVis2/q2ADUgfOQlkijEp1gnwpc5GBWDeeO1/rGIrR0jWLSHwqPCEi0WclMUmUz+Fj/rJsDXJUROv0WxKp1EPLKkvZaZOkTiqrBLA6ETr0FdaR7SZdMAoAU7xMVRcGHH36I3/72t8jJycFf//Vfw2ab+4drsfXuRUVaOWFJiTPepWWNVXWF2HekC8XFjvDP6d1j3Rj1BvHQPU3L4meQLvSzJInIsUhgooiO/mHUV+TT+UTC8hxm9A9re5dXN5Yg3xl7qVes59E3vvFjAMAf//jHqI/pHroAa2UTSl35Mb/+vEqc6CyuAus+hpIdn475aSNnX8MEANdlO2HKWzr/TmRzFTqm/n9+/Uo4DPYZkOzPpGsvqcaLB9rROexDS8848h0WbF5TDkFIzh7GwNqt6D7we+SMXYCzvg4A4D1zAN5JD4pv+d9gN9jPd7nJxr9x/fXrMXHmAADAdcm1kHKz7z3EKu7grbi4GFdccQUKC7U7Mddddx1eeeUViOL0HemBgQGUlpYu6rhDQ14UFTngds8/A20pKM21YMIv41SLO3zH9pm3WlCcZ0VtUc6y+BmkQ0mJk36WJCFmk4jB4Qn0uL1YW1dA5xMJ0xvaWMwigr4A3P5gTM9bzOdScGpgcrTH81AAgb5WmDfenNRzk1Vtgv/YSxjo7AWzOmJ6zsSxvRBdTfAEbcAS+nfCVQkAA8DhNZXCZ6D3loq/cYU5EuxWCfsOd+GjC0NYV1+IoaG52zzixVkBmNWJkY+PwF9xKQBg8sCLYI4iTOStxKSBfr7LTbZeM8nFTQAOQCipx0jAktWfP4LAwsmsiN+P98A7duzAu+++i7GxMSiKgn379uGmm25Ca2truKTyhRdewLXXXhvvSyx5tWXaXYGOqWHdXW4vPu70YMfmyqTd3SKEJM5mkdDe74Ws8KwbE0BSy5GjdZwszbdlrLOi4m4FuJq0/W46qf4SgKuQ24/Eto7hTq1kKUldAo2ECRKYLRcQTRDyln4XaFEQsLa+EO+f7sf4ZChp+910jAkQK5qh9JzWOqWO9EDpOQ3Tmh00j43ERapcq/3vMugsGnfmbePGjbj//vvxuc99DqFQCFdddRU++9nPoqGhAQ8++CACgQC2b9+Om266KZnrXVKqSuwQGEPHwDi2ri7FW4e7IYkCrt5QnumlEUJmsJpFtPZoTSkqi2PLQJDlwTE1LiCTYwLCw7lLkxu8CcV1YPZCyG2HYVp1zYKPl1sOAkyA1HBZUtdhFMxRBIYiMGF57Hnd0FiE908PAADW1hcl/fhiRTPkC++Dj/YjdGoPIEgwraIb/iQ+Qp4LObv/QetmusTFHbwBwF133YW77rpr1teuuOIKPPfccwktarkwSSLKi3PQ0e/FpF/G/hN9uHxNabj9NCHEGKxmERwAY1qnWEJ0evCWyQHdSn8LhLyymEsbY8UYg1S3BaEze8FDATBT9P18nHOEWg5CrFq7ZLu8Wa+5D2DLJyu0rr4IDEB1qQN59uRfl0iVzQgAkNuPIHT2PUgNly7Zc4ekRzJGpWSDhII3kriaUidOtQ9j/4leBEIKdm6pyvSSCCEX0fc1lRXaqdMkmSWceUvRmAAAePDB/z3q9zjnUPtbIKZoppFUtwWhk29A7vpo3kHHan8LuHcIpq2xNzfJNmJxXaaXkFa5djOuv7Q6PJc22ViuC8xeiMDhZ4GQH+a116XkdQhZaih4y7BalwMHTvbh5b90oL48F/XldNeJEKPRB3XXlC3d7lUkPtNlk9aUvcamTVuifo+P9oMHvEnf76YTy1cBFrs2OHme4C3UchAQTZDqoq+VZJ97r2tK2bEZY1rp5Ln3IBTVQihtTNlrEbKULJ/8v0HVuLSLwZHxAHbSUG5CDEkf1F3touCNzFZVomVjq0tStxfy6NHDOHo08rw1pX9qOHeKyoWYIEKq3QS54xi4Kkd8DFcVyBfeh1S7CcycufJRkn2kSm24smntzow1/CEk21DmLcP0cgSHzYTLmhc3VoEQkh5WC2XeSGSragrw1P9xbUovPH/2sycAAL/85W/nfE/pbwHMORDyU9foSqrbAvnse1B6PoZUtXbuGrpPgfvHITUurcHcJPWkxsthURWYVl6V6aUQkjUoeMuwHKsJm1YUY3VNPkwS7aUhxIjCZZOUeSMRZDJjoPSfh+haAZbCRhpS1TpANENuOxQxeAudPwiYbZCq16dsDWRpYqIJ5tXbM70MQrIKlU0awEN3bcANl9VkehmEkChWVOZhVXU+Zd6IofDABNSRboiu1O4VYpIFUvV6yG2Hwbk6ew1yEHLrIUh1W8Ek6pRMCCGpRsEbIYQsYFVNAR77/BbKjhNDUQYuAOAQXalrKqGT6raAT3qguttmfV3uOAaE/DCtoJJJQghJBwreCCGEkCyk9LcAjEEsqU/5a0k1GwEmQG47NOvrcstBMFsuxIrmlK+BEEII7XkjhBBCDO3v/u7bEb+u9LdAKKxOS4dHZnVArFgNufUQLJfdDQDgwUnIncdgat4BJtC9YEIISQf6tCWEEEIMbPXqZqxePTuzxVUVysD5lI0IiESq2wJ1tA/KSA8AQG49BCgylUwSQkgaUfBGCCGEGNjBg/tx8OD+WV9TR7qBkD+9wVutNoBbbtNmzoVaDoI5SyCUNKRtDYQQstxR2SQhhBBiYP/2bz8HAGzbdmX4a6kezh2J4CiEUFIPue0QTKuuhtJzCuZNt9JwZUIISSPKvBFCCCFZRulvAbPlgjlL0vq6Ut0lUN2tCH30GsA5JCqZJISQtKLgjRBCCMkySn8LRFdT2rNeUr1WOhk8/jKEwmqIBZVpfX1CCFnuKHgjhBBCsojqGwMfG0hryaROzK+AkFdGWTdCCMkQCt4IIYSQLKL0twBI7363maSGSwHGYGq8PCOvTwghyxk1LCGEEEIM7Dvf+d6s/1b7WwBBhFBcm5H1mDffCql+KwRncUZenxBCljMK3gghhBADq6ub3Ypf6W+BUFwHJpkzsh4mWSBmKHAkhJDljsomCSGEEAPbu3cP9u7dAwDgigzFfSFjJZOEEEIyizJvhBBCiIH95jf/CwCwfftOqEMdgCJT8EYIIcsUZd4IIYSQLJGJ4dyEEEKMg4I3QgghJEso/S1gjiII9oJML4UQQkgGUPBGCCGEZAHOOZS+cxBdTZleCiGEkAyh4I0QQgjJAnxiGHzSQyWThBCyjFHDEkIIIcTAfvjDHwOYMZy7jII3QghZrih4I4QQQgysrKwcAODfvweQzBAKqzO8IkIIIZlCwRshhBBiYK+++hIA4OrJFoiljWCCmOEVEUIIyRQK3gghhBAD+8///D3AOa68wgzzxpszvRxCCCEZRA1LCCGEEIPjIR/AVdrvRgghyxwFb4QQQojRBX0AALGUgjdCCFnOKHgjhBBCDI4HfRDyy8GsjkwvhRBCSAZR8EYIIYQYHA/5aL4bIYQQalhCCCGEGNmPv/P3mHz2BxAoeCOEkGWPgjdCCCHEwPLMgDnHCql8VaaXQgghJMOobJIQQggxsBc/OIk383dAyCvL9FIIIYRkGAVvhBBCiIE999wzeP6VVzO9DEIIIQZAwRshhBBCCCGEZAEK3gghhBBCCCEkC1DwRgghhBBCCCFZgII3QgghhBBCCMkCNCqAEEIIMbAnn/yfmV4CIYQQg6DgjRBCCDEwm82W6SUQQggxCCqbJIQQQgzsD394Gn/4w9OZXgYhhBADoOCNEEIIMbDXXnsZr732cqaXQQghxAAoeCOEEEIIIYSQLEDBGyGEEEIIIYRkAQreCCGEEEIIISQLGK7bpCCwWf9LSDLQ+USShc4lkiyxnkulpaWLejxZfujcIMlE51NmLfTzZ5xznqa1EEIIIYQQQgiJE5VNEkIIIYQQQkgWoOCNEEIIIYQQQrIABW+EEEIIIYQQkgUoeCOEEEIIIYSQLEDBGyGEEEIIIYRkAQreCCGEEEIIISQLUPBGCCGEEEIIIVmAgjdCCCGEEEIIyQIUvBFCCCGEEEJIFkhb8Pbkk0/illtuwS233IIf//jHAID9+/dj165duOGGG/DEE0/Mec5jjz2GP//5z3O+furUKaxbty7laybGlYzz6ZlnnsHVV1+N3bt3Y/fu3RGfQ5a+ZJxLAwMD+PrXv47bb78d9957L7q6utK2fmIciZ5LQ0ND4c+j3bt3Y+fOndi8eXNa3wMxhmR8LnV1deHzn/88du/ejS9+8Yvo7u5O2/qJsSTjfDp+/DjuvPNO7Nq1Cw888ADcbnfa1k8uwtPgvffe4/fccw8PBAI8GAzy++67jz///PN8+/btvKOjg4dCIf6Vr3yFv/3225xzzvv6+vgDDzzAN2zYwP/0pz/NOtbk5CS/5557+MqVK9OxdGJAyTqfvv/97/Pnn38+U2+DGECyzqUvfelL/Omnn+acc/7000/zhx9+OCPvh2ROMv/Occ65oij8C1/4An/uuefS/VZIhiXrXHr00Uf5f/zHf3DOOf/Nb37DH3nkkYy8H5JZyTifVFXl27dv5wcOHOCcc/7iiy/yBx54IGPvablLS+atpKQE3/rWt2A2m2EymdDY2Ii2tjbU1taiuroakiRh165deOWVVwAAzz//PK677jp86lOfmnOsH/3oR/jyl7+cjmUTg0rW+fTRRx/hmWeewW233YZHH30Uo6OjmXg7JIOScS4NDw/jzJkzuPfeewEAd955J/72b/82I++HZE4y/84BwJ/+9CfYbDbs2rUrnW+DGECyziVVVeH1egEAPp8PVqs17e+FZF4yzqeRkRH4/X5s27YNALBjxw68++67CAaDGXlPy11agrempiZs2rQJANDW1oaXXnoJjDGUlJSEH1NaWor+/n4AwP3334+77757znHefPNN+P1+3HTTTelYNjGoZJ1PJSUlePDBB/Hss8+ivLwc3//+99PzBohhJONc6uzsREVFBf7pn/4Jt912Gx566CGYTKb0vQliCMn6XAIARVHw85//HI888kjqF04MJ1nn0sMPP4xf//rXuOaaa/CrX/0KX/va19LzBoihJON8KigoQE5ODt59910AwIsvvohQKISRkZE0vQsyU1oblpw7dw5f+cpX8Nhjj6GmpmbO9xljUZ/rdrvx85//HN/5zndSuUSSRRI5nwDgX//1X7Fx40YwxnD//ffjnXfeSdVSicElci7JsoxTp07hyiuvxHPPPYfrrrsO3/rWt1K5XGJgiX4uAcC+fftQX1+PVatWpWKJJEskei499thj+P73v499+/bhe9/7Hr75zW+Cc56q5RKDS+R8Yozhpz/9KX7xi1/g9ttvx/j4OPLz8+lGZYakLXg7dOgQvvzlL+ORRx7BHXfcAZfLhcHBwfD3BwYGUFpaGvX5b7/9NjweT3jzLQDs3r07XBJAlpdEz6fx8XH8+te/Dv835xySJKVyycSgEj2XSkpKYLfbsWPHDgDArbfeiuPHj6d83cR4Ej2XdG+88QZuvvnmVC6VGFyi59Lw8DAuXLiAT37ykwCAG2+8EW63mzIly1QyPpskScJvf/tbPPPMM7jjjjugqiry8/NTvXQSQVqCt97eXvzN3/wN/uVf/gW33HILAGDjxo1obW1Fe3s7FEXBCy+8gGuvvTbqMe6++2688cYbePbZZ/Hss88CAJ599lk4HI50vAViIMk4n3JycvDv//7vOHbsGADgd7/7Ha6//vq0rJ8YRzLOpZqaGrhcLuzduxcA8NZbb2Ht2rVpWT8xjmScS7qjR49i69atqV4yMahknEsFBQWwWCz48MMPAWgX73a7HYWFhWl5D8Q4kvXZ9O1vfzt8Y/JXv/oVbrrpJggCTRzLhLSkGn75y18iEAjgRz/6Ufhr9957L370ox/hwQcfRCAQwPbt22kvG4lJMs4nURTxk5/8BN/97nfh9/tRV1cXbp9Llo9kfTY9+eSTePzxx/HP//zPcDgcs45Hlodk/p3r7OxEWVlZKpdLDCwZ5xJjDE8++SR+8IMfwO/3w26342c/+1k6lk8MJlmfTd/97nfx+OOPw+fzYdWqVfjhD3+Y6qWTKBinAmhCCCGEEEIIMTzKdxJCCCGEEEJIFqDgjRBCCCGEEEKyAAVvhBBCCCGEEJIFKHgjhBBCCCGEkCxAwRshhBBCCCGEZAEK3gghhBBCCCEkC1DwRgghhBBCCCFZgII3QgghhBBCCMkC/z+udyQqXNLEsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "plt.plot(monthly_probav.index,monthly_probav.ndvi)\n",
    "plt.plot(forecast.ds,forecast.yhat)\n",
    "plt.axvline(x=forecast.ds.values[0], color='k', linestyle='--')\n",
    "plt.legend(['Actual', 'Forecast'])\n",
    "plt.title('Proba-V Monthly Forecast')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Percentage Error:  18.544756393304173\n"
     ]
    }
   ],
   "source": [
    "print('Mean Absolute Percentage Error: ',mean_absolute_percentage_error(monthly_probav.ndvi.tail(len(forecast.yhat)).values,forecast.yhat.values))"
   ]
  },
  {
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